{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "903ef1da-7471-41b5-8a50-41f1a87c8d3e",
   "metadata": {},
   "source": [
    "# Interactive Example\n",
    "\n",
    "## 1. Run DeepDenoiser in terminal or use QuakeFlow API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "24570d41",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import obspy\n",
    "import requests\n",
    "sys.path.insert(0, os.path.abspath(\"../\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0065f22e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# DEEPDENOISER_API_URL = \"http://127.0.0.1:8002\"\n",
    "# DEEPDENOISER_API_URL = \"http://deepdenoiser.quakeflow.com\" # gcp\n",
    "# DEEPDENOISER_API_URL = \"http://test.quakeflow.com:8003\" # gcp\n",
    "DEEPDENOISER_API_URL = \"https://ai4eps-deepdenoiser.hf.space\"\n",
    "# DEEPDENOISER_API_URL = \"http://131.215.74.195:8003\" # local machine"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f0a9e83",
   "metadata": {},
   "source": [
    "## 2. Prepare seismic waveforms\n",
    "\n",
    "Find more details in obspy's tutorials: \n",
    "\n",
    "[FDSN web service client for ObsPy](https://docs.obspy.org/packages/obspy.clients.fdsn.html#module-obspy.clients.fdsn)\n",
    "\n",
    "[Mass Downloader for FDSN Compliant Web Services](https://docs.obspy.org/packages/autogen/obspy.clients.fdsn.mass_downloader.html#module-obspy.clients.fdsn.mass_downloader)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fac9e6f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zs4XLly8LlSpVEr777jtBEAQhKipKqFq1qvDDDz/ofKymv//+W8jKyhJevHgh9O3bV/jiiy+kbaa+nkRUOBjaiYq5Bw8eCAAEOzs7wdHRUbqdPn1a2mfBggWCh4eH4OrqKnz++edCdna2tO3ixYtC/fr1BTs7O6FFixbCgwcPpG2LFy8W3N3dBUdHR6Ft27Z6g4coIiJCaN68uWBnZyc0bNhQ+Oeff9S2tWvXTnB1dRXKly8vDB06VFAqlTqPs3HjRgGA2vNxdHTUua8ps8cIQs4UmNWqVRPs7e2Fbt26CXFxcdK2Fy9eCJ06dRLs7e2FmjVrqk1jd/r0abVraN26tWBpaal2farVXEM/15CQEKFjx47S98nJycKgQYMER0dHoVKlSmqV0LVr1wp+fn6Cg4ODUKFCBeH999/XGarNAYBgY2Oj9py2bNkibd+wYYPg4+MjyOVyYejQoWpv4Ay99j///LPg5eUlODg4CM2aNRPOnz9v8DoMvQ7Pnz8X+vTpI7i7uwvu7u5Cz549hWfPnuk8zsmTJwUAgr29vdpzevjwoda+GzZsMHr2GEEw/Poaej0fPnyodg3Dhg0TLCws1K5P9XfD0M91y5Ytgr+/v/T92LFjBU9PT8HR0VGoXr26MH/+fOnf+uzZs7X+Tak+tmPHjmpTTTZt2lRwdHQUypcvL3z22WdqbxRMfT2JqHDIBEFjCDkRERERERUrHIhKRERERFTMMbQTERERERVzDO1ERERERMUcQzsRERERUTHH0E5EREREVMwxtBMRERERFXMM7URERERExRxDOxERERFRMcfQTkRERERUzDG0ExEREREVcwztRERERETFHEM7EREREVExx9BORERERFTMMbQTERERERVzDO1ERERERMUcQzsRERERUTHH0E5EREREVMwxtBMRERERFXMM7URERERExRxDOxERERFRMcfQTkRERERUzDG0ExEREREVcwztRERERETFHEM7EREREVExx9BORERERFTMMbQTERERERVzDO1ERERERMUcQzsRERERUTHH0E5EREREVMwxtBMRERERFXMM7URERERExRxDOxERERFRMWdVEAdduXIl1q5di+vXr2PatGmYPXs2AEAQBEyfPh3r169HamoqgoKCsHr1avj4+AAALl26hBEjRuDu3bto0qQJNm3ahCpVqgAAUlJSMGrUKOzZswdubm743//+h4EDBxp9TdnZ2Xj69CmcnJwgk8nM/pyJiIiIiEwhCAKSkpLg4+MDC4tcaulCAdi1a5ewZ88eoX///sKsWbOk+3fs2CH4+voKDx8+FNLS0oShQ4cKAwYMEARBEFJTU4VKlSoJa9euFVJSUoSpU6cKQUFB0mM///xzoUOHDkJiYqIQGhoquLq6Crdu3TL6mqKiogQAvPHGG2+88cYbb7zxVqxuUVFRuWbZAqm09+zZEwBw4MABtfsfPHiAFi1aoHLlygCAfv36YcqUKQCAkydPwtbWFiNHjgQATJs2DUuXLkVkZCT8/PywefNm/Pbbb3B2dsabb76JHj16YOvWrZgzZ47Oa0hLS0NaWpr0vSAIAICoqCg4Ozub9fkSEREREZlKoVDA19cXTk5Oue5bIKFdn3fffRe//PILIiMj4e3tjW3btqF9+/YAgPDwcAQEBEj7Ojg4oHr16ggLC4Orqyuio6PVttevXx+hoaF6z7Vw4UKdgd7Z2ZmhnYiIiIiKDWNatwt1IKq3tzeaNm2KatWqwcnJCWFhYZg5cyYAQKlUaoVpZ2dnKJVKKJVKAFB7FyJu02fKlClITEyUblFRUQXwjIiIiIiICl6hhvY5c+YgPDwcL168QFJSElq2bImhQ4cCAORyORQKhdr+CoUCcrkccrkcAJCUlKS1TR9bW1upqs7qOhERERGVZIUa2q9evYoBAwagfPnysLe3x8iRI3Hs2DEAgL+/P65fvy7tm5KSgnv37qFevXpwc3ODt7e32vYbN26gXr16hXn5RERERERFokB62jMzM5GZmYmsrCxkZmYiNTUV1tbWeOONN7B9+3b07dsXcrkc69evR/369QEArVu3RkpKCtavX4/BgwcjJCQEjRs3hp+fHwAgODgY8+fPx/bt23Hz5k3s2bPHYE+7OQiCgNTUVGRnZxfoecoCKysr2NjYcLpNIiIiojwokNA+f/58tUGgISEh2LBhA7788ks8fvwYdevWRXp6Oho3bowff/wRQE47y65duzBixAiMGzcOTZo0wZYtW6RjzJ07FyNHjkSFChXg5uaG77//HrVr1y6Iy0dqaiq+//57HDlyBC9fviyQc5RFFSpUQOfOnfHBBx/A0tKyqC+HiIiIqMSQCeJciKWcQqGAi4sLEhMTDfa3C4KA8ePH49q1a+jVqxfq1q0LK6tCnWSnVMrIyMDVq1exe/dudOnSRRqATERERFRWGZtPgUKe8rEkiIiIwIULF/DVV1/hnXfeKerLKVU6d+4MPz8/LFmyBOPHj4e7u3tRXxIRERFRiVCoA1FLgitXrsDa2hotW7Ys6kspldq2bYvs7Gz8+++/RX0pRERERCUGQ7uG1NRU2NvbsyWmgIgf/aSmphbxlRARERGVHAztOnCGEyIiIiIqThjajVS1alU4ODhALpfDw8MD/fr1Q3x8PKpVq4aDBw9K+61fvx4ymQyRkZHSfV988QVGjBihdryNGzfCysoKcrkczs7OaNq0Kc6dOydtP3nyJGrUqKH2mBUrVqBOnTqwt7dH1apVMXfuXGRlZUnbW7duDTs7O8jlcri6uqJjx454+PChUc/v5MmTsLCwkBazEm+JiYkAct7IPH78WO0xw4YNw/z58wEAnTp10nqsjY0NqlWrZtT5iYiIiEg/hnYTHD58GEqlEo8ePUJ6ejrmzZuHoKAgnD17Vtrn7NmzqFWrltZ9QUFBWsdr3bo1lEol4uLi0K5dO/Tr10/vuRcuXIgFCxZgzZo1SEpKwp49e7B9+3aMGzdObb9169ZBqVTixYsXqF69Oj799FOjn1+1atWgVCrVbi4uLkY99uDBg2qPi4qKQoUKFTB58mSjz09EREREujG054GjoyO6d++OmzdvokWLFmoB/a+//sLEiROl+1JTU3H58mW0aNFC7/GsrKwwePBgPH36FC9evNDanpiYiHnz5mHFihVo2bIlrKys0KBBA2zZsgVr167FnTt3tB5jY2ODPn364ObNm2Z4xqYbPnw43nrrLXzwwQdFcn4iIiKi0oShPQ8UCgV2796NZs2aISgoCJcuXUJ6ejpevHgBCwsL9OjRQ2p1uXjxItzd3bVaXVSlp6dj06ZNcHNzg5ubm9b20NBQZGRkoEuXLmr3N2zYEJUrV8aJEye0HpOamort27ejWbNm+Xy2plu2bBlu3LiBNWvWFPq5iYiIiEojTpFigk6dOsHS0hJJSUmoWbMm1q5dC09PTzg6OuLy5ct49uwZmjdvDm9vb6SmpiIuLk5vawwAnDp1Cq6urlAqlXB0dMTOnTthbW2ttV9sbCzKlSuncxVRLy8vxMbGSt+PHj0a48ePx6tXr1C+fHkcO3bM6OcXGRkJV1dX6fuKFSsiLCxM+r5evXpqg3STk5O1Fkm6fPkyZsyYgZMnT+a6SAARERERGYeVdhMcPHgQCQkJSE5ORs+ePdGlSxfIZDIEBgbi7NmzOHv2LAIDAwEAzZs3x7lz5wyG9latWiEhIQExMTFo2rQpLl26pHM/Dw8PxMbGqg06FT1//hzlypWTvl+9ejUSEhKQkpKCadOmoX379khJSTHq+fn5+SEhIUG6qQZ2AAgLC1PbPmjQILXtCoUC/fv3x/z589G4cWOjzklEREREuWNozwNbW1u89957uHz5MmJjY6W+dtXQHhgYiNOnTyM0NNRgPzsAuLm5Yc2aNVi4cCGePXumtf2tt96CtbU19u/fr3b/v//+i4cPH6J169Zaj7GyssKwYcPw+PFjrfBdUD744AO89tpr+PjjjwvlfERERERlBUN7HmRkZGDr1q3w9PSEh4cHgoKCcObMGTx+/Bi1atUCkBPaN23ahKysLDRo0CDXY/r5+aFz585YunSp1jZXV1dMnToVH374IU6fPo3MzExcu3YNwcHBeP/991G7dm2tx2RnZ2Pz5s2ws7ODn59f/p90LlavXo3Q0FBs2LChwM9FREREVNYwtJugffv2kMvlKFeuHE6cOIHdu3dDJpOhUaNGSEtLQ5MmTaR969Wrh/T0dLz55ptSL7pcLseZM2f0Hn/SpElYtWoVEhISAKgv8jR9+nRMnjwZI0eOhFwuR7du3fDuu+9i1apVascQt7u4uGDVqlXYsWMHPDw8AABjxozBmDFj1K7x559/lr6/f/++1lzrxs4+87///Q/Pnj2Dr6+v1jGIiIiIKH9kgiAIRX0RhUGhUMDFxQWJiYkGB0hu3LgRmzdvNmkAZ0HYt28f5s+fj/PnzxfpdZhbeno6mjdvjrlz56Jz585FfTlERERERcbYfAqw0l4sZWVl4ffff0ejRo2K+lKIiIiIqBjglI8arK2tkZaWBkEQ1NpTCpOrqysaN26s1rpSWqSlpQHIGShLRERERMZhctJQs2ZNpKamIjw8HPXq1SuSa0hKSiqS8xYGcVpLXYNniYiIiEg3hnYNjRs3RqVKlTB16lSMHz8e/v7+rAqbQXp6Oq5evYrly5cjICAAVapUKepLIiIiIioxOBBVh6dPn2LKlCmFNr95WSGTydCkSRMsWLBAbeVVIiIiorLIlHzK0G7A06dP8fjxY50rkZJprKysULVqVZQvX76oL4WIiIioWDAln7LvwwAfHx/4+PgU9WWQmWVnZ0MQBGn+fCIiIqLijlM+UpnTv3//Ah+nsG/fPnz33XcFeg4iIiIqO9geQ2WOOJVnQf7qF8Y5iIiIqGTj4kpERERERKVIgYT2lStXolGjRrC2tsbs2bOl+/fv34/mzZvDxcUFPj4+mDhxIjIyMqTt9+7dQ2BgIBwcHNCoUSNcvXpV2padnY1PPvkErq6u8PLywtKlSwvi0omIiIiIip0CCe0VKlTA7Nmz0adPH7X7FQoFZs+ejejoaFy9ehWXLl3C4sWLpe0DBw5E27ZtERcXh1GjRqFXr17IzMwEAKxatQonT57EnTt3cPbsWXz99dc4duxYQVw+EREREVGxUiChvWfPnujevbvWXNwDBw5E+/btYW9vj/Lly+O9995DaGgoAOD27dsIDw/H1KlTYWdnh7FjxyI7OxtnzpwBAGzevBmfffYZPD09UbNmTYwaNQqbNm3Sew1paWlQKBRqNyJN//zzj9qnPURERETFUZH2tJ8+fRr16tUDAISHh6NWrVqwtbWVttevX19a4Cg8PBwBAQE6t+mycOFCuLi4SDdfX98CehZUUsXFxaFRo0aYNWtWUV8KERERkUFFFtp37tyJY8eOYeLEiQAApVKpNWrW2dkZSqVS53bVbbpMmTIFiYmJ0i0qKqoAngUVtkePHkktU/kl/v5ERESY5XhEREREBaVIQvuJEycwduxY7N27F56engAAuVyu1cKiUCggl8t1blfdpoutrS2cnZ3VblSyZWdno0qVKpg8ebJZjieG/4Kes52IiIgovwo9tF+4cAH9+vXD9u3b8cYbb0j3+/v7IyIiAmlpadJ9N27ckNpn/P39cf36dZ3bqGwQfzfEcRD5lZWVBQBcGZWIiIiKvQIJ7ZmZmUhNTUVWVpba19evX0e3bt3w448/onXr1mqPqV27NurWrYtFixYhLS0Na9asgUwmQ4sWLQAAwcHB+PrrrxETE4O7d+9i7dq1GDJkSEFcPhVTYmi3sDDPr216ejqAwqu0Z2dnIzY2tlDORURERKVLgYT2+fPnw97eHuvWrUNISAjs7e2xefNmLFmyBC9fvsSgQYMgl8shl8vRqVMn6XFbt27F4cOH4erqipUrV+L333+XAtXYsWPRqlUr1KxZE82bN8fEiRPRpk2bgrh8KqZSU1MBmC+0i8cryNCenZ0tfT1nzhyUL19e7T4iIiIiY8iEMrLOuinLxFLx9PDhQ1StWhVvv/02jh8/nufjyGQyAMC5c+cQGBiI0aNHY9WqVea6TLVzpKWlwcbGBgDQunVrnDp1CsnJybC3tzfr+YiIiKjkMSWfFumUj0SmKOmVdjG8i+clIiIiMhZDO5UYBdXTbq7j6SIOdgUY2omIiCjvGNqpxDB3aC+M3nLV0G5tbQ2AoZ2IiIhMx9BOJYZYGRf7xfNLDNQFOaxDV3tMSkpKgZ2PiIiISieGdioxxACsWr3Oj8II7WyPISIiInNgaKcSQwzA5grt4puAwgrtbI8hIiKivGJopxKjqCrtkydPRlhYWL7OAfzX1pOZmZmnYxEREVHZxdBOJYYY2s3V056RkQEg99D+v//9D/3798/TOXQNduXiSkRERGQqhnYqMcwddsWBrQVJ16cC5vqkgIiIiMoOhnYqMcxdaRfbVAxV2sVtee1719Uew9BOREREpmJopxJDDO2pqalQKpX5Pp4x7TH5DdistBMREZE5MLRTiSGG3dDQUDg5OeX7eIUR2nW19DC0ExERkakY2qnEMHdPuxjaDR03v9NC6groHIhKREREpmJopxLD3GFX7Gk3NAVjblXxp0+f4vnz50Y9vqT0tG/ZsgXh4eFFfRlERESkwqqoL4BIF0EQIAgCLCz+e19ZUJV2QyE6t4BdsWJF1KxZE3fu3NG5vSS2x7z33nsACnbRKSIiIjINK+1ULE2bNg2WlpZq9xVUaE9LS0NiYqLOfYxpj4mIiNC7raRV2hnUiYiIiieGdiqWfvzxR637Cqo95rfffoOrq6vOfcra7DHmmJWHiIiIzI+hnYolXQsfmTvsGuplF+X3jUJJG4gaHx9f1JdAREREOjC0U7GkK7QXVKXdEDF0m9I2orpvSetpZ2gnIiIqnhjaqVgS+81VFVRPuy5ZWVmQyWTYvXu33n30BXnVUF7SetoTEhKK+hKIiIhIB4Z2KpZ0LXxUGJX2V69eQSaT4ddffwUAfPPNN1rXkdv1qN6vGtDF+4tzaFettBfnNh4iIqKyhlM+UrGWlZUFKysr9OzZE/fu3TP7sTWJofXnn38GkHs1XpfSEtrT0tJgb29fhFdDREREIlbaqVgTg+6ePXtw48YNnfukp6fj+PHjJh9bM5ALgiCdLy0tDUDeFl5SDe26AnxJCe2pqalFeCVERESkqshC+1dffQVfX184OTnh9ddfR1JSEgBg0aJFKF++PNzd3fHFF1+otSVcunQJAQEBcHBwQKtWrfDw4cOiunwqJAMGDMCrV68M7jNmzBi0adMGvXv31jvfui5iMBclJydLoVUcCCuGdl3tMXmttOe17eT48eMYNGiQwep/fjG0ExERFU9FEtp/+OEHHDp0COfOnYNCocBPP/0EGxsbHDhwAD/88APOnz+P8PBwHDx4EOvXrweQE7B69+6NCRMmIC4uDkFBQQgODi6Ky6dCtGvXLqlVRVNERATu3LmDo0ePSvtu3rzZ6GOnpKSofV+9enU0bNgQgHZo18XUnvb8VtpDQkKwbds2PHnyRO8+kZGR8PDwwJ9//pmnc8TFxUlfM7QTEREVH4Ue2rOyshASEoK1a9eicuXKkMlkCAgIgK2tLTZv3ozRo0ejevXq8Pb2xqRJk7Bp0yYAwMmTJ2Fra4uRI0fCzs4O06ZNw+XLlxEZGanzPGlpaVAoFGo3Kplu3ryp8/5atWqhdu3aiIqKku6LjY01+riaofT58+fS15rtMeastOc1tIvXa2gBpIsXLyIuLg7nz5/P0zmePXsGJycntfMRERFR0Sv00P748WMkJydjx44d8PLyQu3atbF27VoAQHh4OAICAqR969evj7CwMJ3bHBwcUL16dWm7poULF8LFxUW6+fr6FuCzooJkShB/+fKlzvtTU1Px9OlTrfv0EadnzG9oN2dPu42NDQDDoV18A2NtbZ2nczx9+hR+fn4AGNqJiIiKk0IP7U+ePEFiYiLu3LmDBw8e4LfffsPUqVNx5swZKJVKODs7S/s6OztLAUVzm+Z2TVOmTEFiYqJ0U63GUsmia6ElfXQF/MuXLyMoKAgVK1ZUu9+U0K5LYVfajQnt4tiQ3MYB6BMTEyO9wWVoJyIiKj4KfcpHcQq5mTNnwt7eHgEBARgwYAAOHDgAuVyu1saiUCggl8sBQGub5nZNtra2sLW1LaBnQYXJlNAeHR2tdd8bb7yhc19jQqmhSntee9rzOhDVlNBuaB9DYmNjUalSJQDaA3VFGzduxLZt2/LcN09ERESmK/RKe61atWBjYyNVMoH/qpr+/v64fv26dP+NGzdQr149ndtSUlJw7949aTuVXqaE9suXLxvcrhq+DYV2Y2Z6MbU9pjAq7eK2vFTa09PToVAopNCu7+czfPhwHD582OTjExERUd4Vemh3dHTEu+++i5CQEKSlpeHmzZv49ddf0blzZwQHB2P16tW4f/8+nj9/jiVLlmDIkCEAgNatWyMlJQXr169HWloaQkJC0LhxY6n/lkovzVleDElKSoIgCIiOjoZMJsPZs2fVtqtOl2gotBsTrE1tj8lvT7v45ragKu3ieIDcQrtIXyWeiPQT/48iIjJVkU35GBsbi3LlyqFz586YN28eWrRogS5dumDs2LFo2rQp6tSpgw4dOuD9998HkNPusmvXLixbtgyurq44ffo0tmzZUhSXT4XMlNAO5Mw1fu3aNQDQqghfunRJ+tqYSruoOMweI77hMBTIxeeUl0q7OB7A2NBuygBhorLu2bNnkMlkcHZ2hoWFBR4/flzUl0REJUyRhHZXV1fs3LkTSUlJiIyMxAcffCBtmzJlCmJjYxEfH4+vvvpKrY2mSZMmuHbtGlJSUnD69GlUqVKlKC6fCpm+GYL0SUlJkYKto6Oj2ragoCDpa1PmYI+MjMS+ffsM7qPrfnNW2sU2IUOhXax+F0alPSYmxuRzEJVmT58+xbhx46Sigei3336Dj4+P2n3z5s0rzEsjolKgyFZEJTKW2PJhrOzsbClwWlnpH2tt6swwO3fuzHUf8fy6vs7vQFQxtBv6eYj75KfS7u3tDUtLS52hXfU5s9JO9J/MzExUrFgRK1aswMCBA6X727Rpg379+gEAGjVqhGvXrsHb2xuhoaF5fgNPRGUTQzuVOllZWdIfQ0MB19TVTsXZiI4cOYI//vij0NtjxEBuaGCuMdV4fWJjY2FpaQkXFxfY2dnpDO2qbwYKMrSrrsxKVBJ4eHhIX4eHhyM8PBx//fUXjh8/DgA4dOgQLl++jPr162Pu3Lm4fv06Bg0aVFSXS0QlEEM7lTqPHz+WBjAnJibq3c9QaNe1TZy9pX379ujRo0ehD0Q1JbSbOg4AyJkus3z58pDJZEaFdkM/2/zYsGEDPDw8uLYClRhXr16VpiSeNm0aAKBevXoIDAwEAIwaNQodOnSQ9hfHam3fvh1///13IV8tEZVUDO1U6ixevFj6+tGjR3r3U51JRpOumVHE0C4ytac9r5X2rKwsrFu3Tqo+GxPa8zKzy507d1CzZk0AgJ2dnc5jqIZ2zXUTzGXPnj0AwIF6VCIkJCRg1apVsLa2RmpqKubPn49GjRpJ2/v06YM1a9aoPcbS0hLnzp0DAOzYsaNQr5eISi6GdipWoqKi8OTJk3wdQ7Vt4/bt23r3M1Rp1xWMNUN7XnvaTQ3tO3bswKhRo3D37l0Axr3ZyEtof/HihTRYrigr7eJMPWyRoZKgXr16WLVqFZydnaUWuuXLl0Mul2P16tX48ccfdT6uefPmGDx4MP73v/9BJpNh1KhR7HEnIoMY2qnIZWVlYevWrZDJZKhcubI0e0lexcfHS18/f/48T8cwptKu7w+s6vSQ5qi0a/aO51Zpt7a2zlNoT0pKklYY1hfaxV55KyurAqm0R0VF4Y8//gDw32w2RMXVq1ev8PTpUwA5A05FgYGBSEpKwgcffAAXFxe9j//pp58QEBAAAFi3bh2srKxw9OjRgr1oIiqxGNqpSKSkpMDJyQkTJ06ElZUVBg8ebLZjq4bmvA6WzE9oz62n3dTZY0wN7U5OTnkK7UqlMtfQLg7srVixotkr7UlJSahcubL0PUM7FXdfffUVACAkJAQbN240+fGWlpY4e/YsateuLd3Xu3dvVtyJSCeGdioSBw4cgFKpxNKlS9Xu3717t/QRc1HS1YKS3/aYvFbaVT850Hdtf/zxB958802kpqbCyckJmZmZJr85UCqVcHJyApAzU46uwaxipb1ixYpmrbSHhoaqzaHv5OSUa3vM+fPn4eLiYnC++H379sHCwgL//vuvuS6VSLJr1y6UK1cOX375Jezt7fN0DCcnJ9y6dQtXr17Fd999h6SkJIwcOdLMV0pEpQFDOxW6zMxMqQVCdOTIEfz777/o0aOH1iIk5tKwYcN8Pd7a2lrte30Vb9WwrNo3n9ee9uTk5FzPO3v2bFy4cAEvXryQPo43tdquWWnXfPyCBQukyqKPj4/OSrsgCIiOjjbpvEBOf6+4IE1qaiqqV6+ea6V90qRJUCgU0oA+Xf755x8IgsDVkynPBEFARkaG1pvY48eP4/r166hQoQIsLS3zfZ6AgACMGTMGQUFBOHToUJ7XcyCiopHbgoTmwNBOhWrbtm2wtrbGpk2b8OWXX2L37t1ISEhA27Zt0aBBAwAw2AOaH6qr64oCAwO1Kuj6aIZtfaHY3LPHaIaF3AbJOjs7693PEM2eds3nN23aNFy6dAm2trbw8PDQGdq///57VKhQATdv3jTp3KK9e/fC1tYWLi4uubbfiJX+Bw8e6N1HbOe5f/9+nq6HyranT5/Cz88PNjY2cHBwwOPHj3Hp0iV88MEH0mJrmp8W5oeVlRUWLFiA6OhovPPOO/y9JSohOnToAHt7e3z99dcFeh6GdipQqampePDgAb788kvIZDK1xUR69eqFHj16aIV0MTiam2alHACCgoJw5coVox6vOduMMZV2c8zTrhnadbXHqB5TDO363lQ8ePBAq10kPT0dGRkZau0x+qoGcrkczs7OOttjxGr5iRMn9Dwbbenp6XB2dsbHH3+Mrl27Ss8ht5VwxVmGDM02lJCQAKDgZrqh0m3ZsmV4+PCh9L2vry+aNm2KtWvXYsWKFWjcuLHaAFRzaNGiBbp06YJTp06hevXqnBKSqJg7fvw4Dh8+DAD4/PPPDc7wll8M7VRgkpKSYG9vDz8/P6mtAshpWXj69CmaNWum83GOjo4Fcj26euUtLS1hYWHcPwPNsK0a2gVBwK5duxAfH59rpd3Uj71VQ7uVlZXONwuq58mtPcbPzw+vv/662n1ir7qhSrvIzs5ObyVcHDRraKpNTQ8ePIBCoUD37t2l+/S9KRAlJydLvf6GQru4jxjeS4KXL18W2Bz4ZJqzZ8+iX79+2Lx5s87tY8eOLZDzzpo1S/q6b9++BXIOIsq/LVu2SG/cxfUZCvKNNkM7mZ1CocAnn3wiVXwBwNvbG+XKlcO5c+fQsGFDVKhQQe/jCyq062qDMVdov3r1Knr37o3vvvuuQCvtTk5OuYZ2Q5V21Zl1VIlVbTG0a1baVR+XkpKiN1SLc8nfunVL/xPS8OzZMwA5g1tVn4Oh4CoGdR8fn1IX2r28vODi4mJwYTAqeGlpabh8+TICAwMRHByMO3fuIDg4GAAwZ84c3Lx5EyNGjCiQczdp0gSCIOCbb74B8N+baiIqPgRBwLx58wDktNJdvnwZADBo0CDp3665MbST2X3wwQf49ttvpe+jo6Px7NkzxMTEoHnz5rk+XlcbS16pttrkJ7RXqFABM2bMUPuHqBqKxdU7Y2JizN7TrjoQVS6X6wztquc0VGnXnIlGJC6aJL5h0pzyUfXjPqVSCRcXF6SlpamdIzs7GxEREXB3d8eFCxeMHggrznOtOgA5t9Au/rybNWtmcOVUcQaakhLalUql9Pvx+++/F/HVlG2nTp1Ceno6WrduDQCoWbMmNm/ejKdPn2LmzJmoU6dOgV9DrVq1AOS8WVdd2IxI9M8//2DDhg1FfRll0smTJ3Hnzh2MGTNGKkQ2btwYAPDZZ59BJpOZ1CpqDIZ2MqvExET8+uuvAICOHTvi8OHD8PLyMukYusKeviCvq+VFNcDeunULa9euBZDTK6rJ2NBuZWUFAPjyyy+l+1TDs9gqIgiC2WePUZ360MnJSWe/nOq1GKq0qx5L9TjivnZ2dgByfq6qj1et9mdmZkrnUA3Wjx8/RlpaGj7//HMkJiYanNVF1bNnz+Do6Cj104vPwdjQ/uTJE72fIMTHx8Pd3R0JCQl69ylOIiIiAOS8edq1a1cRX03Zdv36dTg6OqJ+/fpq9xv6lNDcWrVqJX3doUOHQjsvFR+pqan45ptvtKa2FUNho0aN8P7772Pq1KkYMWIE/vrrryK60rJlxYoVeOeddwAA8+fPl+6/dOkSvvnmG6kA9s477+Rp3RR9GNrJLCIiIiAIAt566y3pvgMHDqBdu3YmH6tXr15a94lhUpOu0K4aRitWrIiRI0ciIyNDbR5wkYWFRa6h3dLSUgrtqoE7t9BuZWWFJ0+eYPr06RAEIc+hXXXqQ33tMaqDNg2FdtVKu2oFX9xX/HlqVtpVvx49erRUzVftaxcr5m+//TYA3b3mqamp0n6qj9Oc5tOY9hh3d3f4+fkhLS1N70DT+Ph4+Pn5ITs7u0S0GFy+fBkWFhYYNWoUTp8+jatXrxbp9URGRkImk+HYsWNFeh1F4ciRI6hbt67OWacKi5OTk/T/yblz57joUhnz/Plz1K5dG5999hkmTpyotk2z/WLhwoVYv349BgwYgLi4OOzevbtEFCpKkuzsbDg4OEAmk2HcuHEAcirrHh4e0j4ymQwTJ06EUqlE//79AQAtW7Y02zUwtFO+PXnyBLVq1YKFhYU01V9YWFie/9gNGTJEaxVQfaFdV8uLrlBrZWWlcy5lYyrt+oK9aigWQ2NKSor0R9ba2hq//PILQkJCEBUVlaf2mKysLLWgrS+0qwZSMVArFAps2bJF7T9u1WOpVs/FUC6Gdn2V9j/++APfffed2jm+/fZbhIaGSpWgKlWqQC6X48WLF1rX2bZtW1SsWFFtYLKu0C6u6qqvQvH48WNUrFhR+s9SV9tPVlYWEhMTUa1aNQAlo0Xm/v378PX1lf5AN2zY0OwzEXzxxRdwcnLCnj17ct33/fffBwDMnDnTrNdQ3CUnJ+P48eNSD3tRkslkUkDz8/NjcC/lTp48KbVVeHt7S2NbtmzZgqZNm6Jr165af1sHDx6M8PBwrF27FlFRUfDw8ECvXr3g5eXF4G5GwcHBWrO5Gfp/dNu2bXBxccHFixelKWLzi6Gd8kWpVKJSpUpq9/3777/w9/fP13HFyrYor5V2Q8cEjAvtlpaWOmd8UQ3PYtVadSVS1ZYe1Uq7KbPHxMfHQxAE6Q2HvvYY1f9IxEp7x44d8d577yE8PFzaptoek5dKu5ubGywtLaVzJCYm4pNPPkHz5s2lkO7h4QFPT0+t0B4bGyu1zKi2GT179kyr5UA8vr5pHx8/foxKlSrB3d1d63mJxJDu5+en9n1x9vDhQ/j6+sLX11e6r2bNmmY7fnZ2NhYvXgylUomePXti7969evdNT09HaGgogJxP0qKjo7F9+3acOnXKbNdTXJ07dw4ZGRlo27ZtUV8KAGDChAkAgKioKHTp0qWIr4ZMpVQq8emnn+LVq1fIysrS+Snixo0b0apVK+mTSrH1Aviv/eLSpUvYv3+/dP+jR4+kxePq1q2LHj16qB0zJiYGc+bMKYinVKaEhobiww8/xLZt2wAA1apVw/Dhw3Hp0iW1CRQ0yWQyqZXz3XffVftbnFcM7ZRnw4YNU+tD3rhxI27cuCEtkpQfmlVxU0K7vvnT81Np1xW0VavAYpDWF9qzs7PzVGkXW2PE/jgPDw+t55eZmanWO686aw+Q8xGrKLf2mNx62sXtYqVdtc8yMjIS7u7usLa2hpeXl1ZoDwsLU/terADpa48B9If2J0+eqIV2Xaunis+1JIX2v//+W1q5V/zPXnWecE2ZmZlYsmQJZDIZevbsmevxxdekU6dOAIDu3bvrnc7wxo0bSEtLw4oVKxATE4M2bdqgf//+aN26NR49eoQrV65AJpNJtx9//NGEZ1q8HT9+HJ6envkuPpiLlZUVYmJi0K9fP/z55584cuRIUV8Sqbhz547B/9eXLl2KZcuWoUePHrCysoKLiwvWrFmDhQsX4vbt26hYsSKGDx+O06dPqz3Ow8MD3377LaZOnYoZM2aobUtPT1d7cw8A5cuXx9WrV2Fra4t+/foByJnpqFGjRlo98WScX375Bc2bN8fKlSsBACtXrsS9e/ewfv16vPHGG7k+Xi6X48GDB/Dz8zPLFLEM7WSytLQ0rF69Gj/99BOAnI+Mrly5gqFDh6JevXpmOYdmkLa3t9e5nymh3dhKe7ly5bT20fUfsup5dIV21dad9PT0PPW0i2FUHCvg7++v9fw0W0g0F6uKjo6WvtbXHmNspV18HcRQLU7xCAB//fUXypcvDwA6K+03btyAtbU1vv/+ewDAhQsXABiutGtWpI4dO4bk5GSpPcZQpV28r6S0xwiCgEePHqFGjRoA1KfAvHPnjtq+r169Qrdu3WBtbY1JkyYByPmYdsGCBdI+P//8M2rWrKn2hk5c/Oqbb76RZnIaMmQIDh06pHU9hw4dgpWVFYYMGQIAalWiTz75RKoIikaOHInk5GRMnz69xIf4EydO4O233y7SfnZN5cqVw+bNm2FnZ4d9+/YV9eWUaDExMWr/H6jOQBUfH48bN25g1apVBn/Ob731FmQyGQIDA1G7dm1YWVnhyJEj0v+JV69exYIFC9C0aVOpvUx1bMjo0aMxdepU1KlTRxrn89NPP2Hv3r24dOkS3nrrLVy+fBkTJkyATCbD3LlzIQgCbt++jZiYGL2TMwQEBCA1NRW//PIL2rdvDyBnhpmAgIC8/bDKsN9//x0DBw6Uvj9x4gTGjBlj8nGqVKmCOXPm4PTp09JEHXnF0E4mW7lypfSLe+nSJWzevFlrsZ780qyKi2FQkyntMboq7br61TU/KchraFf9TzU9PT1PlXZxmrfly5cjMjIScrkcGRkZWvOmq9KstCsUCty9exdffPGF2tzfhtpjbG1tkZGRIV2zZqXd1tYWtra2asusnzhxQgrfnp6eePr0qdpMBtevX0edOnWkPumbN28iOTkZSUlJ8Pb21vkcVEP7rVu30LZtWzg6OuL58+eoVKkS5HI5rK2tdYb2klZpVygUSE1NVftZiP2StWvXRq1ataTBvbVq1VILFN999x0AYNq0aThw4ADu3buH4OBg3L17FyNHjpT22717NypWrIg6derg2LFj2LJlC4D/Ku+q9uzZg7feektt3YQGDRrg008/xa5du6BQKODl5YXk5GSpqufo6IiQkBAAOSG+JPbTKhQK/P3332rtCcWFjY0N+vbtq9YiQeri4+Oxfft2nb97giBg5MiR8PT0hJubm/Qpka+vL5YtW4ZTp07B3d0d9evXx9ixY9GtWzds2LABe/bsQd++ffH8+XMMHz4cDg4OOH/+PACo/R/Xvn171KxZEyEhIWjYsCGmTZuGS5cuAcgpGo0ePRoRERG4ceOG2uKCFhYWiIiIwJAhQ9C1a1e88cYb+Ouvv1ClShWt51CrVi2twpIuMpkM+/btkz6Bi46ORnZ2NgRBwIULFzBv3jzcu3fPpJ9tWZGdnY2goCD06dMHQE7mef78uTT9a168++67AHLGB+VnNhmGdjJJZGQkPv30UwA5qwUa8/FQXqgG7PDwcKllQFNB9LRrVteMaY8RA3xWVpbO0J6WlpanSrsYrN3c3FC1alXpmKrVU9WKOKA7tM+ePRuLFy/G6tWrpQqurtAufjoghnPxfs1Ku3ieyMhItXOJ/dfly5fHv//+i8DAQNy6dQsZGRnYs2cPWrZsCXt7e/j6+iIiIkIacKz5pkz8tEA1aKtWegVBQPXq1SGTyeDu7q41cBn4rxWkYsWKsLOzK/ah/cGDBwCg9pF39+7d4eDgACCnr7xWrVo4c+aM2gw8J06cwPjx49GxY0cAQJcuXaRqPZBTvZs3bx6ysrLwxx9/oHfv3pDJZLCzs8PAgQPx2WefAYDaH/DY2FhcvHhRmv0pOzsbO3fuxN69e9VW6Dxx4gTs7e2xbt06teciLjqkq4Jf3J09exZZWVn5+gNdkN5++23cu3dP69895bSXubu7o3///rCwsMDQoUORnJyMmTNn4uHDhxg9erTeT4A+/fRTna/5+++/j549e2LHjh3w9vbGxo0bpSLG5s2bMW7cODx48AAffvgh3NzcAADTp08HkPP/abdu3RAdHY2MjAysWrUKNWrUQL169RAaGoqVK1fi4sWLSEtLU/s3ay7W1tbYtWsXzpw5AyDn752XlxfefPNNzJw5EzVq1NC7dkdZlZqaikqVKknjrzw8PDBmzBh4enrm67j29va4cuUKIiMjMWDAgDwfh6GdjLZ3716p1WDz5s0IDAwssHOpDrysW7euzsAN6A7tuR1T877cQrsxA1Fzq7SnpaVJ95syEFVz0SMxVKueW/OPt2YrkUKh0JoGE9AO7dbW1tLPQvy5iqFds9IO5ARrMejNnj0bAKTKUN26daX9jh49it27dyM6Olr6hKZmzZqIiIiQ+iw1Q7v4x0/1D0pERIRay1HTpk0B5MybrdoCJLp//z68vLzg4OAAV1fXYhHaBUHQu4LrjRs3AECrj/rFixcIDQ3F4MGDAeRMH1ajRg2kpqZCEAQpaIg9l6r+/PNPADnVnfr16+PJkydqLWwWFhaYM2cOPD09MWzYMOl3U/xYXVwoRCaToXfv3vD19UWTJk3w9ddf48qVK9Lr7OTkJL2pqlixItauXYvGjRujc+fO6N69O2JiYrBnz55iXXkXr00c6GnOAcDmJIa79evXF/GVFB/Z2dn44osv0KRJE7X7N23aBEdHR8ybNw9Vq1aV1uyYP38+MjIyMHToULRr105nkD98+LA0iNPV1VVr+5UrVxAcHIzvv/8eVapUwQ8//IC4uDh89tlnqFatGm7fvo20tDT88ccfOtcqkclkGDNmDJo0aaL375u5BAUFoXLlygCg1dvu7u6OX375pUDPX1LExcWhS5cu0irdx48fN+tYgNdffx0zZszA7t27sXv37jwdo8SF9piYGHTp0gWOjo6oXbt2mZw/uLDdu3cP7777Lrp37w4gZ8q4gp4KTQzO4mj4vIR2zTnija20a35vjp52fZV2pVKJPn36SLN0aBKDtRiWxWOqhnDN9hjVVWCBnNCu+h+PGNo1e9pVf5ZipVusYItvDFRDu7OzMx4+fAgrKytpbn1xAavBgwdjxYoVAHJC++HDh1G/fn289tprAHIP7ba2tnB0dFRre7l37x7q1auH77//Hr/++qtUgfbx8dGa+x3I+VRIfJPp5uamc7BqYUpOToaFhQUqVaqkc7XTsLAwVKpUSSsgODo64s0338SWLVtw4MABuLu749tvv9X63a9atSpCQ0ORmJiIs2fPYuvWrWjfvr30B0icjlV8syNycHDAkiVLcPbsWZw9exbAf21JutpmrKysMGnSJK2WuLp16yI8PBwPHz6ETCbDkiVLAOS82ff09ETPnj3h5uaGEydOYNy4cWZdcCQ/rly5AicnJ1hYWEihr3PnzsWqn11V8+bN4enpiXHjxknjikqbxMREtTd4UVFROlc+vn//Pq5evQpLS0ssXrwYQM7v7LFjxzB69Gidx1YqlZg2bRqsrKywceNGHD58GO+//z5SUlKwaNEixMXFQRAEtGvXDjNnzoQgCIiPj8ejR4+gUCik8Un6WkIXL16Me/fuSavZFhcPHz7E3r17oVQqIQiCWtFm4MCBUhtPWfXixQu0aNECx48fR0BAAJ48eVIg41qmT5+O3r17Y/jw4dKnq6YocaF93Lhx8Pb2RkxMDBYvXox+/frp7Gcl87hy5Qpq1KghzTG6a9cu/O9//yuUc9+4cUOqgJiyIioAdOvWTaoyivJaabewsMh3T7tqpV31WPfv38fvv/+OefPm6XweycnJsLe3l65RPKauSvukSZMwcuRItedTsWJFKBQKaaVNAPD29oZMJtOqtKv+LMVwvXXrVgD6K+1ATqUmICAAWVlZ0iISMpkMY8eOxcSJExEeHo7o6Gi1/syqVavi4cOHUmjX1aPp7u6u9m/77t27qF69OsaNGyf1UAP6Q/v9+/el0O7r64uoqCitfQqTalAXeyVVhYWF5TqQu1WrVnj58iU6d+6sc/ubb74JZ2dnBAYGSgOovL29MWXKFDRp0gTPnz/XGTZ69OgBZ2dnjBgxAoIgICUlBZMnTzb5D1bdunWlf2ctW7bErFmz1LYnJibinXfewYoVK4pF64wgCGjcuLG0zsHff/+NDh06mG1O5YJgaWmJv//+G0DODF6lTXJyMlxdXWFhYYE+ffrg7bffRuXKleHr64vOnTsjKysLCxYswLNnz1C9enW11smbN2/iwIEDeOedd/Dxxx+jXr16aN68OeLj45GVlQVBENTGaKiys7PDl19+KX3Kp8nX1xdOTk5qn0iWNF27dpWev729PQRBkP4vbdq0aZnNUitXroSXlxfCw8Oxfv16/PPPP1ozmpmLTCbDunXr4O7ujsDAQPz7778mPb5E/eYplUrs3r0bc+bMgYODA7p374769evrnNw+LS0NCoVC7QYAO3bswMqVK7FgwQJ89tlnGDp0KObOnVtmf1kNiYqKkj4eB4CJEycaNa2cudSrV0+qLOurtOtaXAnIaSvRDBy6jqFrIKquSnt+e9ozMjKQlZWl9QZA7E1XHdCpKjk5WaooA4bbY0aNGiV9/Cvy8/NDbGwsHj9+LA0SdXd3h4ODg1poT01NVQvtFSpUwJAhQ7Bp0yZpu42NjdrPRuydFwO3rj9kfn5+ePDgAZ49e6Y2wNLLywsJCQl4+vQpHB0ddc4OpBnab926hdq1a2vtZyi0i4NQK1eurDYItyicOHEC/v7++PjjjwFAqw//xo0b0pslc1uwYAEuXryoty9TLpdj7ty5uHv3LiwsLPD06VOt2WHyYvbs2Xj27BmOHTumtgBYxYoVsX379nwfP7/ETw9FGRkZOHTokN4pZosLX19f6Q11u3btMGPGDGlgZEmn+kbv999/x8mTJ6XvDx48CLlcjmnTpmmFqt9++w116tSRvq9bty5u3LiBc+fOSW8CSNsvv/wiBffhw4fjypUruHLlitTTXZqJb9o//PBDAMDq1asxfPjwAv9dcXNzw7lz5+Dj44MWLVpIn0oao0T9FkdEREAul6st5lO/fn2t+Z+BnCV9XVxcpJs4uGvEiBH46KOPsHTpUvzxxx/4+eefMWvWLHh4eKBjx444fPiw2rzWZVVWVpY02nn//v0QBEFr2eTCZGp7jK5R8UVZaRdnYrG2ttYZ2vVVgfWFdl3tMbqCho+Pj9RDXbVqVQA5/2Fohva0tDStx7dp0wb37t2DQqFASkqK1nax0q66hLMmT09PZGRk4O7du2p9nWJ4vHnzpt6Zgdzd3REVFYXU1FTEx8fj2bNnOkOtj48PoqOj1X6uz58/x5MnT9QGxuoarFpYduzYgfXr16NTp07S8tdXr16VtisUCkRGRhZYaDeG5hzCmu1leeXt7Y133nkHjo6OuHnzJv79918MHToUW7dulfr4ASAkJARHjx41yzmNsXv3bmkGnjNnzuDevXsF3ltsTh07dkTNmjVx9OhRzJ8/H2+99RZWr14tDTosKV6+fCm1wmzZsgVff/015HI5vv/+e0ycOBFvv/02Lly4II1JEYsUXl5emDBhgvR48e8VmUYmk+Hrr78GkLPidePGjdG4cWMEBQUV8ZUVvKVLl+LKlSsAcj4F/OCDDwrt3N7e3jh58iQGDBiARYsWGf24EhXalUql1swYzs7OahUc0ZQpU5CYmCjdxFAUFRWFjIwMxMTE4M6dO0hMTMSpU6cwdepUHDlyBB06dIC3t7c0ALAs2r59O6ysrHDx4kUsXrxY70fxhUnfH1N9FTFdlXFjQ7uxPe2mLK4khnYbGxu1axNDe3Jyss5R/K9evVL7ONdQe4yuarWLi4vUCypW2j08PGBvb2+wpx3IeUMM5ATrlJQUrY+VjQnt4kfNiYmJWpV2IKclxFBo/+OPP2Bvby8FXF2L3fj4+CArKwvLly+Ht7c3BEHAunXr4OjoKP3uenh4FGlP+/z581G7dm1MnTpVqv6PGTNG+r0KDQ2FIAjS3OlFwcbGBkeOHEHXrl2lvnRzq1OnDho0aICJEycCgLS6qiAImD59Otq1aye1fhSktLQ09O7dG0BOS0xQUJDUSlVSuLm54fbt2/j444+lufrHjBmDli1bFusBv6oCAwNRrlw5LF26FJmZmXjvvfcA5BRdxo0bh2+++QbHjx9H06ZN4eLiovapenR0NL799ltprQbKO19fX53BUVwBtDQSBEFq9X3w4IFWtiwMjo6OWLt2rcEF9DSVqNAul8u1FltRKBRaA++AnAqss7Oz2g3ICfmqf4wcHR3RsmVLhISE4NixY1JQGThwYIn5j8+cli9fjv79+0tfi9PBFTV9r4W+Sruu/fM65WNeZ4/RHIgKQG+lHcgJqarVb8C49hhdlXaxku3s7CxVmD/88EOMGzcOffr00Vlp1/xZisE6NjZW6zrEYwP659AXn5Pm8VSvz1BoV/34W/yIXHMRJgDSJ28TJ07E8+fP8fjxY4SGhqJVq1ZS6065cuWQlJRUJIMfw8LCcPXqVcycORPu7u7S7+Hdu3elFpRRo0YBKPoZS9q2bYu9e/dKM00UFA8PD7z++uv47bffkJKSojZocPz48QV6biCnsi4IApYuXarWAljSyGQyLFu2DF9//TV+++036f7iPkHDixcv4ObmJs1xPmnSJKkgUa1aNb1tXN27d8f169e1ppql/Pvyyy+Rnp6ON998U7pv+PDhpXIl1T/++AMWFhZ48eIFPv74Y53z4RcmfYtH6lKiQnvNmjWhVCrVpky7ceOG2VbhbN26Na5du4avvvoKe/fuxbRp08xy3JJi+vTpUr9tUFAQPvrooyK+ov/o66/TN0DVnJV2U9pjDM3TLt6nL7QDQFJSktr3xrTH6JrZ5fbt23j+/Lla9aBixYr4/vvv4eTkZFRoV11tVBwQq0qsnIuVY11Uq5eqlXYxqKekpOgN7aoVfHFmA11Tr2nOb3zmzBlERkaievXqWscqzGp7dnY2WrRoIbW8qLabiLO0nDlzBjKZTBo/UlxnLCkIL1++xKlTp+Dg4KA2FuPChQtaK8Ca26xZs2BhYVGs/o/Lr3fffVdabbhdu3bFOmwtW7YMCQkJ6Nq1K/755x/pfgsLi1wX/HnttdekVj8yL2tra+lTv5s3byItLa1Er2z8/vvvY8aMGdKMOUBO37o4Kx0AvZNAFFclKrTL5XL06NEDs2bNQkpKCvbt24dr166pvQDmIFaXFy5caNKc2iWdOOjw9ddfl1ZYLC70tcfoe32MrbTrGohqbKVd10BUfe0xYrDOb2jX1R6j+oZA5OrqCk9PT6mFBVBfdMne3j7XnnY7Ozs4ODhIoV2z0j5kyBCMHj1abbEdTaozMahWzu3t7eHk5ARAf6V+0qRJWLp0KRwdHXHx4kU4OjrqfJMmHkd0+/ZtPHz4UK16IlbcNUO7IAioXbu2tMy4OR08eFAK5+PHj1d7noGBgVqh6vjx42a/huJszZo1at/v2LFD+nmdOHGiwM77+eef46+//kJ2drbON/Ilmerqt9OnTy+WCzD16dMHCxcuRN++fbF37140bNgQFy5cwPLly4t8Wlb6j7gK85QpU3D9+vWivhyTXb9+HRs2bMD8+fOlKV3FufGBnE8WsrOztf5+FHclKrQDwIoVK/D06VN4eHhg4sSJ+PXXX83e0yaTyaReriNHjpj12MXVkydPEBUVhTFjxuDKlSt6VyAtbvSNPTB3T7suuirtYu86oP4mQfzjaWNjY1Jof/XqlVpY1lz0SDyGlZWVziqtalBX/drBwUGtp11z9hiROINLSkqKzvYYcYU/Q1Q/9lYlhlhdC48AOW/SP/nkE/j7+yM2NlbvVGyqXnvtNYSFheHVq1dqoV2stGsORn38+DHu3LlTINWWnTt3ok6dOrh165bON8HlypXDvn37cODAAWRmZhZJT2VR6tChA8LDwzFq1Cjcv38fffr0QWBgIKpUqVIgM1ckJyfj8OHD0qA7sQ2wNLG1tZUKFmvWrJGea3HRoEEDaerTDRs2SPc3bdoUH330kc5P0qhoyGQyrFq1CgAQEBCASZMmISEhocS0DQcEBOjd9ujRIyxatKhEfrJZ4kJ7+fLlceDAASQnJ+POnTto27ZtgZynf//+sLW1RceOHfHrr78WyDmKg0uXLuHTTz+V+oLFmS2KG81wK9LsARc1atRI6z59Pe26Zosx9L1INbSLXwuCIP2npqs9Rgzt8+fPR+fOnbWel+aYDaVSqVYJEKvhukK7LqotIqoDSXVN+ahrUK8Y2nVV2o31+PFjxMTEaP2cxZ9Pbh91i33ehkL70aNHsXjxYlSuXBkXLlwAAKMq7aqzl2guUqVLdHS01vz/+oSFhaFZs2Y6p6kUdenSBZ06dSp1FV9j1a1bF2vWrFFrsWrevLlUcTeH58+fY+DAgXB0dESHDh0AAAMGDCjVq0CKfckzZswoNpMqrFq1CteuXQMA/PPPP3rnS6fi4+2335bGmCxZsgRubm7w8/PDzZs38ezZs2L7yYi4OvQnn3yChQsXYuXKlWjYsCHatGmDJUuWSLMJlkQlLrQXFtVpkAYMGCCtKljS9e/fHzKZDDdu3MDSpUvRtGlTLFu2DEBOQCvKKecM+e677zBhwgTMnTtX7f5mzZrp3F/XHNC6wreusKSrPUYXXZX27OxsnQNRVdtjsrOzMWPGDBw8eFArtGsOlFQqlWoDrcVgrfqxd1ZWlt7QrjqoSPV5GTPlI5DzO/Hy5ct8hXZPT0+diyeJVe/cBl+KgyINhfY2bdrgs88+Q4UKFaTZclRDu4uLCywsLLQq7bdu3ZK+Fqf+MmTIkCHo2LGjtO/jx4/VxheIBEFAeHi4ztluyLAWLVogMjJSGqSYX1WqVFEL6G+//XapnhUDyBkzIQ7mLA7zbWdmZkpTis6ZM6fEfJJLOX97Y2JiMGTIEAA5K6v6+/vDx8cH5cqVQ/fu3aVpssPCwiCTySCTySAIAqKionDixAk8ffrUbBX6lJQUuLq6ombNmvjkk0+0jnv79m1p3vUZM2Zg8uTJGDNmDP755x8cPXoUn376qVmuo6gwtBugWnX28fHB/Pnzi/Bq8ufatWuQyWRSmK1fv7407RqQM5jv8uXLRXV5uapUqRK+/fZbrZ7moKAgnYNEdc0opIuuQK6rPUZ1bQCRrikfVUO7MQNRNQOf6hsBwLjQbqjSrm/xKc0pH3Nrj8lPaNdHHJhZt25dg/uJVVhdM8doqlixIoCclhvVHnILCwt4enpqvfm+ffs26tatCysrK6N+/8Xfl3379uGHH36Ar6+vzv8XIiIioFQq0aBBg1yPSer69OmDgIAADBo0yKhPPwyZMGGC1hvhKVOm5OuYJYGlpaW0RPpvv/1WpGOzUlJSpP8LK1WqVCDjR6hglStXDj/99JPaJCCivXv3Sqtsqxb9rKysULlyZbzzzjuoWLGiNH4sLwXQv/76C40aNcK4cePg4OCAxMRE3L17F99++y1GjBiBI0eOYPny5WjTpo20wNb69etL5XSgDO0GyGQyZGZmSvOXzpgxQ2dALAlUV9xSXTXuo48+wqVLlxAaGloiR+TrGkhq6uM16WqXuXz5stqbHCD30K6rp10ztGt+dG3u0A7kfLrStWtXtftMbY9JSUkxaVoqY6xZswZPnz7V+8ZCNHjwYOzZs0f6yNOQTp06Ach5fpqvY82aNREREaF2361btxAQEIDWrVsb1QYnDh69efOm9AmVrpVWQ0NDAej/JIj08/T0xJw5c/Dw4UMpYD969AgymQzvv/++0ce5du2aNJYgNjZWal0z16JRxZ29vT1Gjx6NdevW4YsvviiSa9izZ4/0Zj8gIEDvInJUMvj4+GDQoEEYO3YsQkJCcO7cOb25QdcbRUEQMHv2bL3Hz8zM1GoRFQQBgYGB+Oeff7BixQrp/oULFwLIGRvRvn17fPzxx9Jg/tdffx3Dhw838dmVDAztubC0tMSXX36JpUuXAgCCg4OL+IpMt3v3bvz0009o1aoVMjMzcfbsWcTGxiIiIgLLly/HG2+8obN9oTjS/Cgsv73AxlbaPT091frDAd097WJot7CwUDu2Zk+7SHPgqWZoT0pKUgvt1tbWkMlkJoX2X375BXv37lW7z5T2mIKqtDs5ORlVPXd0dET37t2NGogaEBAAV1dXnSGlZs2aWlMJ3rp1C7Vr10aXLl3w999/661IXr58GTExMdIiTydOnMDdu3cB5EyJqemvv/5CvXr1OLAuj3r27InKlSvj22+/xblz56RWpw0bNuCHH35AxYoVpTYoXSIjI6VPOY4cOWJwAbDSTAw533zzTaFX28+fP4+ePXtK3+/YsaNQz08F4+eff8aKFSswdepUNG/eHPfv38e9e/cwevRoDBs2DAkJCfjkk0/QsGFDtGrVSuvxa9aswdChQ6XvBUHAkydP8OLFC1hbW8PFxQVLly6V2mxU/x77+flhwoQJSE5OxuTJk9XWJhBNnToVhw4dKpgnXwwwtBvp448/hr+/P3755Re0aNGiWI2gTkhIQIMGDfD6668jMTFRbVtcXBx69eoFAOjatSssLS3h4eEBDw+PXGf9KAnyU2UHjOtpF8+hGYwN9bRrhnZ9lXbN1XxVj5mdnY1Xr16phXaZTAY7OzuTQrsumlM+FkV7TEEQp6gUp/VS1aBBA1y5cgXR0dEAcv7dPH/+HHXq1EG1atWQnp6O+/fvaz1u3759eOONN+Dp6YnMzEyMGzdO6uFs3ry5zsFY58+fVxtPQKabMGECAGgtpz5+/Hg8ffoUvr6+apU3VeLc0oGBgWjTpk3BXmgxZmFhIU0DWdjT+LZv3176+rvvvivyhcOoYMhkMlSrVg2rVq3Chg0bpND9zz//4OTJk9InXPv370fTpk0B5EwvLZPJcPbsWVhYWKBSpUpqs4hpfqoN5EzScP/+fXz77bfSp77vvvsuIiMjkZ2djTNnzuDixYuYN2+e3sW5SgOGdiPJZDLpI++zZ89i+fLlEATBYLWnMFy7dg1ubm64du0a/v33X0ycOBH//vuvFAzFxTbmzp0rLZxUmhREaNesdov7mBraVfdXrbSrVrw0Q7tqj3tKSgoEQdDqzxd7+kR5Ce1OTk5qH0Maao9JSEiAUqksEaEd0H7TJWrfvr20aAiQs3w9kFOdb9KkCezt7aUpzlSpDmKsXLmy9CYYyBkAe+vWLbU38UlJSbhx4wbeeustszyfsmrSpElq6wyEh4fjjTfeUNtn3Lhx2LZtG6KioiAIgvTv59ixY+jcubO0eFVZtnLlSjg5OWHjxo2Fdk6lUil9ipiamlooq9xS8da5c2ecP39e7f/TFi1aqO1TrVo1fPzxx/D19cUPP/yAZs2a4fPPP8fz58/1zqdetWpVyGQyBAUFoUmTJvnOBMVd6X52Zubs7Cz1t3/yySewsLCAr69vriu4mZtYZT1z5ozWQLf169fj9ddfh5WVFYKDgzFr1iz0798fM2bM0Lt6aEmi+QmHuUO7q6ur1h8YcR9DrTj5qbSLcytbWVmpvREQA71maH/58qXaYK7MzEyT24Q8PT2hVCql69LXHuPh4QFBEPDy5csSE9r1qVKlCqytrTF48GCkpqbi33//hVwuh7+/PypUqIAuXbpotREBOa0xHTt2ROPGjfHLL7+ozf/7zjvv4OXLl9I0k0DONKrZ2dkM7WZw6tQpfPPNNwgPD0fdunVx6dIlqXIntjoNGjQIlStXhoWFBWxsbCCTyXD+/HkMGjSozAd2IKfYsGLFCvz777+oVasWIiIipE+bCoo4Lerhw4d1foJHZZNMJkP//v3VClf9+vXDqVOn0KxZM+zfvx/Lli3Do0eP8OGHH+L8+fP46quvSnXl3FQM7Sb68ssvtfqlatSoodWWkl+CIGDv3r3IysrCrl278NZbb+HPP//E5s2bYW9vD5lMhpYtWwIAWrZsiezsbCQlJUn3ATm9Z0DJW6bXFPkN7ZqPP3XqlNa7f33tMcB/Vd3cQru+2WOUSqV0XBsbG7XQHh8fD0B7xc/69eurfZ+XSrv4n6A4sFJfe4zqR5YlPbTb29vD2toaz549w2+//Satmiq+hnXr1sWdO3ewfPly6TFKpRK3b99Gv3798Pfff+Ott95C+fLlsXjxYqxZswZBQUGws7NDly5dpEF2586dg4uLi9qAb8qbBg0aYOLEiTpnGMqt3aJLly4FdVklTr9+/QDkzGpUq1Yto8aS5MfOnTtRv379MjPol0wjk8mkgaW//vorWrZsifPnz/P/TCMwtOdBhw4dMGLECPz222/SAClXV1cpZOVXTEwMLCws0L17d1hZWaF37944f/48OnbsKM2VKvr9999x6tQpyGQyyOVynDx5UuoHq1KlCtLT00tVL2FBV9p1BXQxzOoKxuKnF+J863mptOsL7Z9//jkAaH2aMn78eGkeXMDwPO36iNMhvnjxQro+XZV21XnGzT17TFEQpzx9/Pgxbt++rfZvQ5yp5OOPP5Zm9bl8+TIEQdBqy/jss88watQoWFlZITU1FXFxcfj2228B5LxZbtOmTan/mLY4uHv3LmrWrIknT54gIiICISEhAIBdu3ZxELAKGxsbZGZmqq1fcfv27QI51zfffINt27ahb9++BXJ8Kh0aNmwozd1PxuNflTxat24d3n33XbXWGHd3d70D04zx4sULZGdn5/pR0F9//YWPPvoIhw8fVuuvBXLewX7zzTcQBAEPHjwoFS0xhmgGo5CQEOzevdvox+sL7X369JHuE6ck1NWCovnzNWb2GM2edjFwW1tbSxX71NRU7Nu3DwC05pp1dHSEIAjSG4H8VNpfvHgBQRD0tseoBp+SXmkHcqqv9evXx5MnTxAWFoZ69epJ2+zt7aUFfY4ePQogpw0OgFGLJG3btg0xMTG4ffs2unfvbv6LJy3Vq1fHnTt34OPjgxo1amDq1KlITk5Wm7WEclhaWqJv377STGh16tQpkDFZ06dPB4BSOYaKqKiZ9peetFhaWuLVq1fSksyhoaHS9InivNArVqyQpqDr0KEDWrdujdq1a0uDJxITE+Ht7a117EWLFiE9PR3vvPMORo0ahU2bNkkVv7LaL6u5gqhmkJ46dapJx9MX2jdt2oTs7Gz89ttvUmjXFYw179M3EFW10q5KX6VdHMS1efNmrXOK4Tk5ORn29vZ5Cu3ly5eHTCbD48ePpXPqao+RyWTSm4nSENqBnEWawsPD8fTpU7XQDuSsIFuuXDlcv34dPXr0wM2bN1GlShWDYwaePHmCY8eOYciQIdK0oMV1ZeGyoDR8IlSQPvnkE3h6emLw4MHw9fXF/fv3pQXM8mvnzp1ITU3F119/DWdnZ7Mck4j+w0q7GTg4OCAsLAyDBw9Wq4qKC7l8+OGHUCqVUCqV2LlzJz766CO0b98e7dq1g729vVZgb926NR49eoQvv/wSM2bMQGBgoM6ZE8oizdBeUO0xNjY2UjXaHKFdtdKuKikpSWdoF0O+rvnzxTeI4pSNeQnttra2eO211/D3339L59I3YEz846s6k0dJFhAQgBMnTgCA1nLqMpkMvr6+uH37NtLS0pCeno4ZM2YYPJ6Pjw/ee+89yOVy6c2WMZV5oqIyaNAgVKtWDUDOjB1RUVFaa0bkhfhvpSSuZ0JUEjC0m4m/vz+2bNmCa9euoVWrVpg7d26ejtOsWTOcOHECvr6+Zr7C0kEM7WLV19TZITQroJqhX/V78diGQrtq5dzCwkIttKsGdFMr7eL+ulpWxPvEJd7zEtqBnIUqHj9+LIV/fZX0SpUqAUCp+Z0UV00FgFq1amltf+ONN7Blyxb8888/EATB6PUMTp06BSCnnYnVXiruLl++LH1duXLlfFXGf/zxR8hkMty8eRPLly9XG8BORObD0G5mFStWxMmTJzFjxgwIgoCYmBisX78eR48eRUZGhjRdmSAISE9Px71795CWloa0tDSkpqbizJkzRf0UijUxtIvLw2tW3nNz8uRJHDt2TPpeX6Ud0A7tufW0i/3qYmhXnXM9r6FdV/gTjyEeP6+hvWLFinj69Kk06FKs4GvasGEDevXqBR8fH5PPURyptsToek3Fwd69evWCk5MTGjVqZNRxGzVqhOzs7AKfTo/IHFxdXbUWpzK1x10QBNy+fVuaChnI+WSZiAoGQ3sBK1euHIYPH442bdpoBStra2tUq1YNNjY2sLGxga2tbakfOJpfYkifPXs29u3bJ/UQG8vDwwPvvPOO9L2h0K7aKqNrX0A9hFtbW6uFdrEyXaVKFamardkeExcXpxbaVQeiAror7bpCu6nztAOAm5sbEhISpGvTF9pff/11/P7773k6R3Hk6emJli1bYtmyZTq3iytwRkdHIzAwUO+iHrqIYwCISoKxY8fiwIED2Lp1K4CcJeZNMXv2bNSpUwd3795FcHAwwsPDS83/E0TFEUM7lShiaBfnxs6v/IZ21TdimqF9wIABOH/+PN59911p9VHNQJeRkaE2e0xiYiJ27dplcmjPS6Xd2dkZCoUi10p7aSOTyXDq1CmDs1uIS76rztlOVBp16tQJAwcORP/+/bFmzRq1Twhzo1qp/+ijj3TOp09E5sPQTiWKGNrzElJ1MRTaxW26Qrv4tep1aLbHyGQyNGvWTJrLX/VYqlQr7du2bUPv3r1x7do1ALoHh2qG9rzM0w5oh/bSMjuMOYwfPx6ZmZmlao0DIkOmTJmC58+f4+DBg7nu+9VXXyE4OBixsbHYunUrsrOz0bRp00K4SqKyjVM+UoliKLTnZaCkoYGohkK7jY0NUlJSdLbHZGVlqR3Hzc1NbR9NqqFdFB4ernWf5jHMUWnPzMxEbGwsgLJTaTcWP+ansqRBgwaoUqUKgoODERkZCQ8PD2lbVlYW9u7di2+//RYBAQFqn0C1atXK5AkBiChvWGmnEkVfaD979iwuXLhg8vHy2h4jVsB1DUTNyMhQu191gSLV+8XZGsT7VAN6YmIiAMMz1uQ3tIu92uLASYZ2orKtV69eSEpKQrly5aTF3QRBwGuvvYZevXrh5MmTaoF9586dpWaAOlFJwNBOJYoY2jUr1oGBgahQoYLJx8tre4x4fs1KOwCkp6er3a86v7nq/WIlS1elXZwzuSBDu/imQQztnKaQqGxbtGiR1KferVs3TJs2Dfv378etW7fU9hszZgyysrLQu3fvorhMojKL7TFUoixatAjOzs7SwiD5pRnadfWt62uPAbR72oGchZRUw7lcLtfaB/ivsi0eQ3We5MIM7c+ePYO9vX2+F6oiopLN1tYWY8eOxcCBA+Hm5oYFCxZI29avX4/hw4cX4dUREf9KU4lSsWJF/PDDD2brNzalPUZ1mxicNWePAbRDu+pgUtX7NUO76oIkhRHaxfaYZ8+esTWGiCSurq5YunSp9P3Ro0cZ2ImKAVbaqUzTrC7rGlBlqNKu2dMO5D20qw6kNTW05+VNjGp7DEM7EakaO3YsKlasiN69e3NQNlExUeiV9qSkJIwcORLu7u5wdXWVVh8EcpZlDw4OhpOTEypXroxt27apPXbjxo2oVKkSnJ2dMXz4cGn1SKK80vxjpBqqxf55Y0O7vkq7akuMrtAuHrdXr17StsJuj2FoJyJVtra26Nu3LwM7UTFS6KH9/fffh4uLCx48eICYmBh8+umn0rZZs2YhNjYWT548wfbt2/Hhhx/i9u3bAIDr16/j008/xa5duxAVFYWoqCjMmzevsC+fShnNP0iq4TcrKwtA/nvaVSvtunraRZUqVcK1a9fg6+uLV69eQSaT6ewzN9c87XZ2drCyskJsbCznaCciIirmCjW0h4eH4/Lly/jqq6/g7OwMa2trvP7669L2zZs3Y/r06XB2dsabb76JHj16SMsrb926FX369EGTJk3g4uKC6dOnY9OmTYV5+VQKGaq0GxPaTa20q65wKoZ2saIPAPXr14dcLkdKSoreIG5hYQELC4t8V9plMpnU185KOxERUfFWqKH90qVLqFmzJoYOHQoPDw+8+eab+OuvvwAA8fHxiI6ORkBAgLR//fr1ERYWBiAn8Gtue/ToEZRKpc5zpaWlQaFQqN2INGn2sKtWtg21x+gaiGpMpV01tIvVbdXQLh47PT3dYBC3trbOd2gHAE9PTwAM7URERMVdoYb2J0+e4PDhw3j77bcRHR2NTz75BN27d0dCQoIUvsXKH5DTcyver1Qq1abEE7/WF9oXLlwIFxcX6ZaX1TKpbBMr7WIAN0elXTXAi0FZPI/mcUwJ7XntO23cuLHatRAREVHxZNbQHhQUBJlMpvM2ffp02Nvbo2rVqhgxYgSsra0xYMAAVKhQARcuXJDmshYH4AGAQqGQ7pfL5WrVcvFr1TmwVU2ZMgWJiYnSLSoqypxPlcoAUyvt+kK7rpVUAd3tMarn01xASpVqaNdcgdUU4nz3qqu2EhERUfFj1ikfz549a3D7kSNHtNoRxO/d3Nzg7e2N69evIzAwEABw48YN1KtXDwDg7++P69evS4+7ceMGKleurDe029raqgUkIlNp9rSrts4YmvLxxYsXaNq0qc5jqv5OGmqPAUyrtOc1tFepUgXAf6uzEhERUfFUqO0xrVu3hiAI+Omnn5CVlYUdO3bg2bNnaNasGQAgODgY8+fPR1JSEi5evIg9e/Zg0KBBAIBBgwZh586duHz5MhITExESEqI2XSSRuRkaiCqGb13tMY8fP0alSpV0HlP1GLm1xxhqedGstOe1p93b21vtnERERFQ8FWpot7a2xp49e/D999/DxcUFCxcuxO7du6WP5ufOnQt3d3dUqFABffr0wffff4/atWsDyBl4umTJEnTv3h2VKlWCj48Ppk+fXpiXT2WMWAHXFaINtccAMCm066u0G9sek5+BqK1bt8aHH36ISZMm5enxREREVDgKfUXUgIAAXLp0Sec2e3t7/Pzzz3ofO2zYMAwbNqyAroxInTEDUQsytBdGe4xcLscPP/yQp8cSERFR4Sn00E5UHIwbNw6PHj0yuI8YpsWgrSu0q07hqDpLjL6Bnap98WJoFwRBbR9TK+35aY8hIiKikoF/6alM+v7773PdR6y06wrtBw4c0LpPV3+7JtX9vby80LJlS4SEhKjtk5f2GPakExERlW6F2tNOVFwNHTpUa2YjMbSLVWzVYCxWyRMTE6X7VCvt+irfqqHdzs4Op06dQlBQkNo+rLQTERGRJoZ2IgAbN25Edna22n3i1KPiQl6qgfuXX34BoL6iqmpoN6bSrm92GFNCe3Z2NgRBYKWdiIiolGNoJ9JjwoQJeP78OVxcXLS2BQQEICQkBDNnzpTuM7XSnltoN2Ygqth3z0o7ERFR6ca/9ER6yGQyeHp66txmYWGBqVOnqt1nKLQfOnQIDg4OagNRzVFpF1tkGNqJiIhKN/6lJzIT1ZCtGaI7dOgAAIiPj5fuM0do15xLnoiIiEontscQmYm522NYaSciIiIRQzuRmRRlTzsr7URERKUbQzuRmZga2vXtw0o7ERERaWJoJzITQz3tInO3x3D2GCIiorKBoZ3ITIyptKvez4GoREREZCyW54hMcOTIEXh5eencphra9QVy1cWY9AVtU3ra2R5DRERUNvAvPZEJ2rZtq3ebamhXnY9dn9xCOyvtREREJGJ7DJGZmBqcVavuuo5j6Hh2dnZISUlhpZ2IiKiMYGgnMhPVSnt+iGFdX4sNALi4uCAxMZEDUYmIiMoIhnYiMzF3aDfE1dVVLbSzPYaIiKh0Y2gnMpPCDO0uLi5ITU3Fq1evALDSTkREVNoxtBOZibmCs7GhHQBevnxp9GOIiIio5GJoJzITQz3opjAltMfGxgJgpZ2IiKi0Y2gnMhNjpnk0hhjaBUHQuw9DOxERUdnC0E5kJuYO7YZohnZz9dMTERFR8cTQTmQm5g7t+uZxB/4L7TExMQAY2omIiEo7fqZOZCbGhvZbt27h6dOnerdnZWUBABwdHfXu4+zsDIChnYiIqKwwe6V9zJgxqFGjBmQyGU6ePKm27auvvoK/vz+cnJxQq1YtbNiwQW37wYMHUaNGDTg6OqJHjx6Ij4+XtsXExKBLly5wdHRE7dq1cezYMXNfOlG+GBvaa9eujbffflvv9qSkJACAk5OT3n2sra3h6Ogotcdw9hgiIqLSzeyhvWHDhli3bh2qVaumtU0mk2Hr1q1ISEjAjh07MHnyZJw7dw4A8OLFCwwcOBDLly9HTEwMXF1dMWHCBOmx48aNg7e3N2JiYrB48WL069cPcXFx5r58ojwzV3B2cHAAAJ3/hlS5uLggJiYGVlZWBltpiIiIqOSTCYamqMiHOnXqYNWqVWjdurXefQYNGoTGjRtj0qRJWL16NX777TccPXoUABAZGYm6desiPj4eWVlZcHd3x/3791GpUiUAQOvWrTF06FAMHz5c57HT0tKQlpYmfa9QKODr64vExESptYDIHMTAnJCQAFdXVwCGZ37JjSAIOHr0KNq2bWswjPv7++PWrVuwt7eXFlkiIiKikkOhUMDFxcWofFpkA1EzMjJw/vx51KtXDwAQHh6OgIAAabufnx+sra1x7949REREQC6XS4EdAOrXr4+wsDC9x1+4cCFcXFykm6+vb8E9GSKYb9pFmUyGdu3a5Vo9d3FxgSAI7GcnIiIqA4ostE+aNAlVq1ZFhw4dAABKpVLrHYazszOUSqXBbfpMmTIFiYmJ0i0qKsr8T4JIRWH3lYszyLCfnYiIqPQzKbQHBQVBJpPpvE2fPt3o4yxcuBDHjx/Hjh07pGqiXC6HQqFQ20+hUEAulxvcpo+trS2cnZ3VbkQFqbAXOBJDOyvtREREpZ9JKePs2bP5PuEPP/yAdevW4cyZM3B3d5fu9/f3x44dO6TvHzx4gIyMDFSvXh1ZWVlQKpV48uQJKlasCAC4ceMGhgwZku/rITIXc83Tbix7e3sADO1ERERlgdlTRnp6OlJTUyEIgtrXALBp0yYsWLAAhw8fho+Pj9rjevXqhUuXLuHQoUNITk7GnDlz0LdvX9jb20Mul6NHjx6YNWsWUlJSsG/fPly7dg09evQw9+UTlRh2dnYAGNqJiIjKArOH9vbt28Pe3h537txBhw4dYG9vj4cPHwIAZs2ahZiYGDRo0EBqe1mwYAEAwNPTE1u3bsW4ceNQrlw5vHz5EsuXL5eOu2LFCjx9+hQeHh6YOHEifv31V7VKPVFROXbsGNatW1fo5xVDO3vaiYiISj+zN+FqLqikKjIy0uBjO3fujM6dO+vcVr58eRw4cCA/l0ZUIN55550iOS/bY4iIiMqOIps9hojyh+0xREREZQdDO1EJJVba2R5DRERU+jG0E5VQrLQTERGVHQztRGbWsGHDQjkPB6ISERGVHYW7GgxRKXfv3j2UK1euUM4ltscQERFR6cfQTmRG1apVK7RziZX2rKysQjsnERERFQ22xxCVUAztREREZQdDO1EJJbbHWFnxAzMiIqLSjqGdqIQSK+22trZFfCVERERU0BjaiUooFxcXAGyPISIiKgsY2olKqFq1agEAqlatWrQXQkRERAWOzbBEJZStrS2uXbuGGjVqFPWlEBERUQFjaCcqwerXr1/Ul0BERESFgO0xRERERETFHEM7EREREVExx9BORERERFTMMbQTERERERVzDO1ERERERMUcQzsRERERUTHH0E5EREREVMwxtBMRERERFXMM7URERERExRxDOxERERFRMWf20D5mzBjUqFEDMpkMJ0+eVNsWFxeHvn37wt3dHV5eXvjoo4+QlZUlbd+4cSMqVaoEZ2dnDB8+HOnp6dK2e/fuITAwEA4ODmjUqBGuXr1q7ksnIiIiIiqWzB7aGzZsiHXr1qFatWpa22bNmoXk5GRERUXhxo0bOH36NNatWwcAuH79Oj799FPs2rULUVFRiIqKwrx586THDhw4EG3btkVcXBxGjRqFXr16ITMz09yXT0RERERU7BRIpb1169awtrbW2vbgwQP07NkTjo6OKF++PDp06IDw8HAAwNatW9GnTx80adIELi4umD59OjZt2gQAuH37NsLDwzF16lTY2dlh7NixyM7OxpkzZ/ReR1paGhQKhdqNiIiIiKgkKtSe9tGjR2Pv3r1ISkrCs2fPcPDgQbRr1w4AEB4ejoCAAGnf+vXr49GjR1AqlQgPD0etWrVga2urtj0sLEzvuRYuXAgXFxfp5uvrW3BPjIiIiIioABVqaG/YsCEUCgXc3Nzg4+ODZs2aoWvXrgAApVIJZ2dnaV/xa6VSqbVN3K5UKvWea8qUKUhMTJRuUVFRBfCMiIiIiIgKnkmhPSgoCDKZTOdt+vTpuT6+X79+aNy4MZRKJaKjo3Hnzh0sX74cACCXy9VaWMSv5XK51jZxu1wu13suW1tbODs7q92IiIiIiEoik0L72bNnIQiCztv8+fNzffzVq1fxwQcfwM7ODl5eXujXrx+OHTsGAPD398f169elfW/cuIHKlStDLpfD398fERERSEtLU9ter149Uy6fiIiIiKhEMnt7THp6OlJTUyEIgtrXAPDGG29g/fr1yMjIwMuXL7Fjxw7Ur18fADBo0CDs3LkTly9fRmJiIkJCQjBkyBAAQO3atVG3bl0sWrQIaWlpWLNmDWQyGVq0aGHuyyciIiIiKnbMHtrbt28Pe3t73LlzBx06dIC9vT0ePnwIAPjxxx/xzz//wNPTE3Xr1kXVqlUxZcoUADkDS5csWYLu3bujUqVK8PHxUWu52bp1Kw4fPgxXV1esXLkSv//+O6ysrMx9+URERERExY5MEMvgpZxCoYCLiwsSExPZ305ERERERc6UfFqos8cQEREREZHpGNqJiIiIiIo5hnYiIiIiomKOoZ2IiIiIqJhjaCciIiIiKuYY2omIiIiIijmGdiIiIiKiYq7MrE6UlZUFAHj8+DHnaSciIiKiIqdQKAD8l1MNKTOh/e7duwCAevXqFfGVEBERERH95+7du2jSpInBfQpkRdS0tDSMHTsWR48eRUJCAvz9/bF06VK89dZb0j6ZmZl4/fXXkZKSIgVqALh06RJGjBghXfymTZtQpUoVAEBKSgpGjRqFPXv2wM3NDf/73/8wcOBAo64pPj4e7u7uiIqKYqWdiIiIiIqcQqGAr68v4uLi4ObmZnDfAqm0Z2ZmomrVqjh79iwqVaqE7du3o1u3bnjw4AHkcjkA4Pvvv4eLiwtSUlKkx6WlpaF3796YNWsWgoODMW/ePAQHB+PMmTMAgFmzZiE2NhZPnjxBeHg4OnXqhEaNGqF27dq5XpOlpSUAwNnZmaGdiIiIiIoNMacaUiCVdl18fHywd+9eNG7cGM+fP8fbb7+NxYsX4+OPP5Yq7X/++SfGjRsnfZ+cnIxy5cohLCwMfn5+qFChAn777TcEBQUBAIYNG4YqVapgzpw5WudLS0tDWlqa9L34TiYxMZGhnYiIiIiKnEKhgIuLi1H5tFBmj4mIiEBcXBxq1KgBAPjyyy8xdepUODo6qu0XHh6OgIAA6XsHBwdUr14dYWFhiI+PR3R0tNr2+vXrIywsTOc5Fy5cCBcXF+nm6+tbAM+MiIiIiKjgFXhoT0lJQXBwMKZMmQIXFxeEhoYiIiICgwcP1tpXqVRqvctwdnaGUqmEUqkEADg5OWlt02XKlClITEyUblFRUWZ8VkREREREhadAZ4/JyMhA3759UaNGDcycORPZ2dmYMGECVqxYAZlMprW/XC6Xpr4RKRQKyOVyqRc+KSlJCvbiNl1sbW1ha2ub52vPzs7GtWvXEBUVhezs7Dwfh/5ja2uLgIAA+Pj4FPWlEBEREZUoBRbas7Oz8d5770Emk+Gnn36CTCZDYmIirly5gm7dugEA0tPToVAo4O3tjTt37sDf3x8rVqyQjpGSkoJ79+6hXr16cHNzg7e3N65fv47AwEAAwI0bNwpkCsc7d+7gk08+wYsXL8x+bAJatWqFhQsXwsbGpqgvhYiIiKhEKLDQPnr0aDx79gx//vknrKxyTuPi4oInT55I+/z111+YNGkSQkND4eTkhNatWyMlJQXr16/H4MGDERISgsaNG8PPzw8AEBwcjPnz52P79u24efMm9uzZg9DQULNed3p6OsaPHw8vLy/873//Q926daXrp7wTBAGvXr3CiRMnsGjRIixbtgxffPFFUV8WERERUYlQID3tDx8+xLp163Dx4kWUK1dOam85e/YsvL29pZu7uzssLS3h7e0NmUwGW1tb7Nq1C8uWLYOrqytOnz6NLVu2SMedO3cu3N3dUaFCBfTp0wfff/+9UdM9muLixYuIi4vDnDlzUL9+fQZ2M5HJZJDL5ejWrRsGDhyIQ4cOGbX6V3Fz6tQplCtXDhkZGUV9KURERFSGFEgirVKlCoyZSbJ169ZqCysBQJMmTXDt2jWd+9vb2+Pnn382yzXqExkZCQcHB1SrVq1Az1OWBQQEYOPGjUhISICHh0dRX45JvvrqK7x8+RJJSUlwd3cv6sshIiKiMqJQpnwsSbKysmBtbV3Ul1GqiT/fzMzMIr4S04mfDhTS8gZEREREABjaiUwiziSUnp5exFdCREREZQlDu5GqVq0KBwcHyOVyeHh4oF+/foiPj0e1atVw8OBBab/169dDJpMhMjJSuu+LL77AiBEj1I63ceNGWFlZQS6Xw9nZGU2bNsW5c+ek7SdPnpQWoxKtWLECderUgb29PapWrYq5c+eq9YW3bt0adnZ2kMvlcHV1RceOHfHw4UOjnt/JkydhYWEhjT8Qb4mJiQByetIfP36s9phhw4Zh/vz50uNlMhmmTJmito+dnR0ePHhg1DWUBGJoZ087ERERFSaGdhMcPnwYSqUSjx49Qnp6OubNm4egoCCcPXtW2ufs2bOoVauW1n1BQUFax2vdujWUSiXi4uLQrl079OvXT++5Fy5ciAULFmDNmjVISkrCnj17sH37dowbN05tv3Xr1kGpVOLFixeoXr06Pv30U6OfX7Vq1aSFrMSbi4uL0Y93cnLCqlWr8PLlS6MfU9Kw0k5ERERFgaE9DxwdHdG9e3fcvHkTLVq0UAvof/31FyZOnCjdl5qaisuXL6NFixZ6j2dlZYXBgwfj6dOnOueGT0xMxLx587BixQq0bNkSVlZWaNCgAbZs2YK1a9fizp07Wo+xsbFBnz59cPPmTTM8Y+N4enqie/fu+OabbwrtnIVN/GSDlXYiIiIqTAzteaBQKLB79240a9YMQUFBuHTpEtLT0/HixQtYWFigR48eUqvLxYsX4e7urtXqoio9PR2bNm2Cm5sb3NzctLaHhoYiIyMDXbp0Ubu/YcOGqFy5Mk6cOKH1mNTUVGzfvh3NmjXL57M1zfTp07Fy5UrExcUV6nkLCyvtREREVBQ4CbkJOnXqBEtLSyQlJaFmzZpYu3YtPD094ejoiMuXL+PZs2do3rw5vL29kZqairi4OL2tMUDOnN+urq5QKpVwdHTEzp07dc5cExsbi3LlysHS0lJrm5eXF2JjY6XvR48ejfHjx+PVq1coX748jh07ZvTzi4yMhKurq/R9xYoVERYWJn1fr149yGQy6fvk5GTMnDlT7Rg1a9ZE165d8c033yAkJMToc5c0rLQTERFRYWKl3QQHDx5EQkICkpOT0bNnT3Tp0gUymQyBgYE4e/Yszp49i8DAQABA8+bNce7cOYOhvVWrVkhISEBMTAyaNm2KS5cu6dzPw8MDsbGxOhcjev78OcqVKyd9v3r1aiQkJCAlJQXTpk1D+/btkZKSYtTz8/PzQ0JCgnRTDewAEBYWprZ90KBBOo8zffp0rFixolRW28U3TgztREREVJgY2vPA1tYW7733Hi5fvozY2Fipr101tAcGBuL06dMIDQ012M8OAG5ublizZg0WLlyIZ8+eaW1/6623YG1tjf3796vd/++//+Lhw4do3bq11mOsrKwwbNgwPH78WCt8F7TatWujc+fOWLJkSaGetzCIn4SwPYaIiIgKE0N7HmRkZGDr1q3w9PSEh4cHgoKCcObMGTx+/Bi1atUCkBPaN23ahKysLDRo0CDXY/r5+aFz585YunSp1jZXV1dMnToVH374IU6fPo3MzExcu3YNwcHBeP/991G7dm2tx2RnZ2Pz5s2ws7ODn59f/p+0iaZPn44ffvihRC6gZAgr7URERFQUGNpN0L59e8jlcpQrVw4nTpzA7t27IZPJ0KhRI6SlpaFJkybSvvXq1UN6ejrefPNNKejJ5XKcOXNG7/EnTZqEVatWISEhAQDU+senT5+OyZMnY+TIkZDL5ejWrRveffddrFq1Su0Y4nYXFxesWrUKO3bsgIeHBwBgzJgxGDNmjNo1/vzzz9L39+/f15qnPa+zz9StWxcdO3bU2dJTkomviTgglYiIiKgwyIQysh67QqGAi4sLEhMT4ezsrHe/jRs3YvPmzSYN4CwI+/btw/z583H+/PkivY6CEBoaio8++gj79++Hl5dXUV+OSbp06YIDBw7gwIED6NSpU1FfDhEREZVgxuZTgJV2nYr6fUxWVhZ+//13NGrUqEivo6AU9c83P1hpJyIioqLAKR81ODo64tWrV0hLS4OtrW2RXIOrqysaN26s1rpSmsTHxwPI+VmXVAztREREVJgY2jU0bdoUWVlZOHjwIHr27Fkk15CUlFQk5y0MWVlZ2LdvH/z9/SGXy4v6ckwmVtpLW68+ERERFW8M7RqqVKmCzp07Y8GCBQgNDYW/vz+srPhjyi9BEKBUKnH69GncvXsXX3/9dVFfUp6wPYaIiIiKAtOoDrNmzULNmjVx5MgRXLp0iVVVM7G1tUWDBg3wySefoGnTpkV9OXnC0E5ERERFgaFdB0tLS7z33nt47733ivpSqJhhewwREREVBc4eQ2QCVtqJiIioKDC0E5mAoZ2IiIiKAkM7UR4wtBMREVFhYmgnMoGFRc4/Gfa0ExERUWFiaCcyAdtjiIiIqCgUSGhfuXIlGjVqBGtra8yePVu6XxAETJs2DRUqVICbmxu6deuGp0+fStsvXbqEgIAAODg4oFWrVnj48KG0LSUlBcHBwXByckLlypWxbdu2grh0IoMEQQDA0E5ERESFq0BCe4UKFTB79mz06dNH7f7ff/8dmzdvxoULF/D8+XN4eHhg0qRJAIC0tDT07t0bEyZMQFxcHIKCghAcHCw9dtasWYiNjcWTJ0+wfft2fPjhh7h9+3ZBXD6RXmJoZ3sMERERFaYCCe09e/ZE9+7d4erqqnb/gwcP0KJFC1SuXBk2Njbo168fwsPDAQAnT56Era0tRo4cCTs7O0ybNg2XL19GZGQkAGDz5s2YPn06nJ2d8eabb6JHjx7YunWr3mtIS0uDQqFQuxHlFyvtREREVBQKtaf93XffxZ07dxAZGYmUlBRs27YN7du3BwCEh4cjICBA2tfBwQHVq1dHWFgY4uPjER0drba9fv36CAsL03uuhQsXwsXFRbr5+voW3BOjMkMM6wztREREVJgKNbR7e3ujadOmqFatGpycnBAWFoaZM2cCAJRKJZydndX2d3Z2hlKphFKpBAA4OTlpbdNnypQpSExMlG5RUVEF8IyorGF7DBERERWFQg3tc+bMQXh4OF68eIGkpCS0bNkSQ4cOBQDI5XKtFhaFQgG5XA65XA4ASEpK0tqmj62tLZydndVuRPnFSjsREREVhUIN7VevXsWAAQNQvnx52NvbY+TIkTh27BgAwN/fH9evX5f2TUlJwb1791CvXj24ubnB29tbbfuNGzdQr169wrx8Iva0ExERUZEokNCemZmJ1NRUZGVlqX39xhtvYPv27YiLi0N6ejrWr1+P+vXrAwBat26NlJQUrF+/HmlpaQgJCUHjxo3h5+cHAAgODsb8+fORlJSEixcvYs+ePRg0aFBBXD6RXmyPISIioqJQIKF9/vz5sLe3x7p16xASEgJ7e3ts3rwZX375JapWrYq6devCy8sL165dw48//gggp51l165dWLZsGVxdXXH69Gls2bJFOubcuXPh7u6OChUqoE+fPvj+++9Ru3btgrh8Ir3YHkNERERFQSaIpcNSTqFQwMXFBYmJiexvpzzr2LEj/vzzTyxYsABTpkwp6sshIiKiEsyUfFqoPe1EJZ1YYc9ve0xGRoY5LoeIiIjKCIZ2IhOYYyDqoUOHYGNjg8uXL5vrsoiIiKiUY2gnMoE5QvuNGzcAAPfv3zfLNREREVHpx9BOZAJztMdYWVkByJlliYiIiMgYDO1EJjBHpZ2hnYiIiEzF0E5kAnOEdktLSwAcjEpERETGY2gnMoG5Zo8BgLS0tHwfg4iIiMoGhnYiE5ij0i62xTC0ExERkbEY2olMYI4VUcUqPUM7ERERGYuhnciAvXv3IjIyUvperLTnpz2GoZ2IiIhMxdBOpEdmZia6d++Obt26SfeZsz0mMTER6enp+btIIiIiKhMY2on0iI6OBgDExsZK95mzPWbJkiVo0KBBPq6QiIiIygqGdiI9xHAdHx8v3WeO9hjV+dlv3bqV5+MQERFR2cHQTqSHWE1XbWExZ6U9PwRBYE88ERFRGcLQTqQhPT0dEydORGJiotY2c/S0myO0b9q0CXZ2djqvkYiIiEofq6K+AKLi5tChQ1i6dCkSEhK0tpm7PSavTp48CQB48uQJXFxc8n08IiIiKt5YaSfSQ1cwLy7tMe7u7gDU++2JiIio9GJoJ9Igk8kA6A7Xqu0xq1atwoULF0w+vjkq7XK5HACQlJSU72MRERFR8cf2GCI9dFXTVdtjxo4dq3afscw1ENVcxyIiIqLij5V2Ig2GKu0F0R5jauhXfYw5qvZERERU/DG0E2kwtj0mrzSDdl6Ct3h+VtqJiIjKBoZ2Ig1iaNcVzM0RljUfm5f51sXrYKWdiIiobGBoJ9KjsCrtqos3GYs97URERGVLgYT2lStXolGjRrC2tsbs2bOl+/fv34/mzZvDxcUFPj4+mDhxIjIyMqTt9+7dQ2BgIBwcHNCoUSNcvXpV2padnY1PPvkErq6u8PLywtKlSwvi0okkBRXaNY+bl9DOSjsREVHZUiChvUKFCpg9ezb69Omjdr9CocDs2bMRHR2Nq1ev4tKlS1i8eLG0feDAgWjbti3i4uIwatQo9OrVSwolq1atwsmTJ3Hnzh2cPXsWX3/9NY4dO1YQl09lnBiqDbXHmDO05yV4s9JORERUthRIaO/Zsye6d+8OV1dXtfsHDhyI9u3bw97eHuXLl8d7772H0NBQAMDt27cRHh6OqVOnws7ODmPHjkV2djbOnDkDANi8eTM+++wzeHp6ombNmhg1ahQ2bdpUEJdPZZwYonOb8jG/x9f3vTFYaSciIipbirSn/fTp06hXrx4AIDw8HLVq1YKtra20vX79+ggLC5O2BwQE6NymS1paGhQKhdqNyJDffvsNaWlpUhAuyCkffX190aZNGwBQaxEzlqFrJCIiotKnyEL7zp07cezYMUycOBEAoFQq4ezsrLaPs7MzlEqlzu2q23RZuHAhXFxcpJuvr28BPAsqLW7evIl+/fohJCTEqEp7fkN7QEAA5syZAyBv1XIx6LPSTkREVDYUSWg/ceIExo4di71798LT0xNAzrLsmtVwhUIhLdeuuV11my5TpkxBYmKidIuKiiqAZ0KlhRiCX7x4IQVhcepHVeZqj7G0tIS1tbX0vanE62WlnYiIqGwo9NB+4cIF9OvXD9u3b8cbb7wh3e/v74+IiAi1Oatv3Lghtc/4+/vj+vXrOrfpYmtrC2dnZ7UbkT5WVlYAcgK0oRBtrvYYKysr6Zx5aY9haCciIipbCiS0Z2ZmIjU1FVlZWWpfX79+Hd26dcOPP/6I1q1bqz2mdu3aqFu3LhYtWoS0tDSsWbMGMpkMLVq0AAAEBwfj66+/RkxMDO7evYu1a9diyJAhBXH5VAZZWloCUA/tYlVdlTkr7apvFEzF9hgiIqKyxaogDjp//nypXxcAQkJCsGHDBpw6dQovX77EoEGDpG0tWrTAwYMHAQBbt27F0KFDsWjRItSpUwe///67FGzGjh2LiIgI1KxZEzY2Npg8ebI0kI8ov8TQLr7RFL/WJIb2vFTHRVlZWWyPISIiIpMUSGifPXu22qJKomHDhmHDhg16H1ejRg2cO3dO5zYLCwssW7YMy5YtM9NVUlnn4OCAb7/9FqNGjZLuU620q4bpO3fuQKFQSG0xeVkQSWTO9hhW2omIiMqGIp3ykagopaSkYObMmQD+61HPyMjQWWmvXbs2mjRpYpZKuznbY1hpJyIiKhsY2qlMe/XqFYD/2l5UK+2G5mkv6vYYXZ8GEBERUenF0E5lmhjaVVcYNaanPT/tMZmZmZw9hoiIiEzC0E5lmuYUjqoDUXVVsQtiIGpe3gCwp52IiKhsYWinMklzOkdjK+262mNu3bpl0rzt4kBUR0dHAEBycrJpFw9W2omIiMoahnYqkzRDtvi9IAhGVdpVq+N169bFxx9/bPS5xYGotra2AIDJkyebdvFgpZ2IiKisYWinMkmzQq0a2sVtpszTLq41YOy5LS0tIZPJAABPnjwxuUVGXDmYlXYiIqKygaGdyqS8Vtqzs7Mhk8m0QrudnZ3R5xYHoqpKSkoy+vHAf6GdlXYiIqKygaGdyiRDlfbcZo+xsrLSCu2aITy3c4srsIoUCoXRjwdYaSciIiprGNqpTNJXac/Ozs51IKqVlZXWNjFEG0MciAoAR48eBZD30M5KOxERUdnA0E5lUn4q7ZpVciBndVVjiQNRAcDHxwcAoFQqjX48wEo7ERFRWcPQTmVSfmaP0dUKY8q87artMeIMMqZU6lX3Z6WdiIiobGBopzJJs0ItzgpjbHuMJmND+19//YWYmBjpGGJoT01NNf7iwUo7ERFRWcPQTmVSUVXaAwMDAUCqtIuzzphSaV+/fr3aCq5ERERU+jG0U5mU1552XTO/APpDuyAIiI+P17pfs9JuSmgfMWKE9DXbY4iIiMoGhnYqk4yZPUZXIFad+UWVvtC+bt06uLu7Iy4uTu1+zZ52U9tjAKBChQqstBMREZURDO1UJuW10g7onpM9PT1d6otXdfHiRQBAVFSU2v1iaLeysoKFhYVJlXYXFxcAQIMGDVhpJyIiKiMY2qlMUq20Z2Vl6QztmtV4ka72GEB3i4u7uzsAaLXIiMFfJpPB1tbWpNDu4eGByZMnw9nZmaGdiIiojGBopzJJtYqenp6uM7Tro2/1U11ztTs6OgIAEhMT1e5XDf52dnYmtccolUo4OjrqXOSJiIiISieGdiqTVKvoaWlpZgntuoK3jY0NAO3Fk1RDuzGVdtXrSk1NhZ2dHSwtLVlpJyIiKiMY2qlMyk+lXV97jK5Ku4VFzj+x3EL7kydPsGLFCr3nnDlzJqytrQHkDJC1srKClZUVQzsREVEZobtkSFTK6au0q84eo48p7THp6ekAgKSkJLX7xVljgJz2mNWrVwMABg4cCDc3N63jzJ8/X7q+jIwMWFtbsz2GiIioDGGlncqkguhp19UeI4Z2zUq7amhX/Tq33vaUlBRW2omIiMoghnYqk/LT025Ke4xqaFedEtLLy0v6WjW0v3r1yuC5k5KSIAiCVGlnaCciIiobiiy0f/XVV/D19YWTkxNef/11qX1g0aJFKF++PNzd3fHFF1+oBZ1Lly4hICAADg4OaNWqFR4+fFhUl08lnGqlPS0tTfo9M3d7jDjAVKlUSuccMmQI3nzzTWkfOzs76evcQrs4Cw0r7URERGVLkYT2H374AYcOHcK5c+egUCjw008/wcbGBgcOHMAPP/yA8+fPIzw8HAcPHsT69esB5ISf3r17Y8KECYiLi0NQUBCCg4OL4vKpFFCttBfklI+qPe3icdu3b6+2jymVdjG0W1tbc/YYIiKiMqTQQ3tWVhZCQkKwdu1aVK5cGTKZDAEBAbC1tcXmzZsxevRoVK9eHd7e3pg0aRI2bdoEADh58iRsbW0xcuRI2NnZYdq0abh8+TIiIyN1nictLQ0KhULtRiRSrbS/+eab+PfffwEUbE+7eFzNx6uG9uTkZOnrI0eOSMeUyWQAIP0ecyAqERFR2VLoof3x48dITk7Gjh074OXlhdq1a2Pt2rUAgPDwcAQEBEj71q9fH2FhYTq3OTg4oHr16tJ2TQsXLoSLi4t08/X1LcBnRSWN5mqnv//+u3R/bkHYlJ52sT1GoVDoDe2q7THiPs+fP0f79u0xY8YMtXOyPYaIiKhsKvQpH588eYLExETcuXMHDx48QEREBNq0aYM6depAqVTC2dlZ2tfZ2VmadUNzm+Z2TVOmTMHEiROl7xUKBYM7SfQFc0EQtAK9Jl2VdgsLC4PtMS9evDCq0i7u8+DBAwDAs2fPpOMD6u0xDO1ERERlR6FX2u3t7QHkLBZjb2+PgIAADBgwAAcOHIBcLldrY1EoFJDL5QCgtU1zuyZbW1s4Ozur3ahkmzJlitQmos+ePXukOc8N0Qzm4nEFQci10q4rtNvb2xsM7dHR0cjIyND5eF2V9ujoaAD/VdjFhZVYaS9Yz549w/3794v6MoiIiLQUemivVasWbGxs1MKX+LW/vz+uX78u3X/jxg3Uq1dP57aUlBTcu3dP2k6ln9hGZUjPnj0xZsyYXPczVGnPS3uMGNpv376NOXPmSPeL7THx8fFSgDem0h4fHw/gv9BvY2MDQL2nnQNRzUsQBPj4+KB69epFfSlERERaCj20Ozo64t1330VISAjS0tJw8+ZN/Prrr+jcuTOCg4OxevVq3L9/H8+fP8eSJUswZMgQAEDr1q2RkpKC9evXIy0tDSEhIWjcuDH8/PwK+ylQEcmtbSU/x8pvpd3V1RWJiYkYOnQoZs+eLVXVxdAtCIIUxMWquchQaI+LiwOg3R4jVto5ENV8jhw5In0t/tyJiIiKiyKb8jE2NhblypVD586dMW/ePLRo0QJdunTB2LFj0bRpU9T5P3vnHRbF9X7xM7D0pQqIDQsIVmyxRmI3do29xxZjjDHRGI3GfDX2NDVRo7HFbmyxRo29994VGwoC0ot0dn5/7O9eZ3Znl6WDvJ/n4XF32t5dt5w5c973VqmCDz/8EMOGDQOgFTY7d+7EwoUL4eTkhFOnTmHDhg0FMXyigMhN0W5I7JpSiKok2l1cXBAVFQV7e3sAQGRkJACtaHd3dwcAjB49WnF/pXgME41hYWGy8ep2jyGnPfc4d+4cv3306NECHAlBEARB6JPvhaiA1pXcsWOH4rrJkydj8uTJiuvq16+PW7du5eXQiEJMXjrtjIyMjGzFY1xcXBAZGQkXFxcAQEREBDw8PJCSkgJ3d3e8fv0a58+fV9xfOhYmwu/duwfgrWhnyynTnjdcu3YNP/zwA/r06YM7d+5g165d6NWrV0EPiyAIgiA4BTYjKkFklayI9jZt2hidqEhXmLN4jCmiXclpt7W1RVJSEpydnQEA4eHhALSTJdWvX1+2rW48pkGDBvx2eno67t+/z1tQhoeHy2Zppe4xecOqVasAABMnTsSHH36ITZs24dSpUwU8KoIgCIJ4C4l2osiQFdF+5MgRWdxByq5duxARESFbllPRzgQ0E+3s+HFxcShdurRsFlRd0d6jRw+8fv2aF5aydo+tW7dGRkYGEhMTeUZe6rSz7UVRNDre4k5CQgIqV66McePGGdzm2rVrGDBgAOrWrYvhw4cDAJo1a5ZfQyQIgiCITCHRThQZslp0yYo3paSnp+Ojjz7iwoyRFdGuFI9hRaEs075y5UoAQHx8POzt7WVuu5Lod3Nzg0qlQlpaGo/EfPLJJwC0s6QayrQDuRsbKkpERUXh8ePHSE9Px/fff49GjRrh+vXretutW7cOjx8/xsKFCxVPcDQaDe7cuYNatWoB0HaqmjFjBgBg2bJlefskCIIgCMJESLQTRQYmTk0VqUrbxcfHK65jXV6y67Qz15sd99WrVwgNDUV0dDQcHBxkxaa6Trt0eXp6OmJiYmBra8tdezZmQD/TzsZcHGnUqBGqVauGJUuWYNasWbh48SJ69uypt93ly5f5baUC05cvXyIhIQE1atTgy95//30AwGeffZbpOERR5IXHBEEQBJFXkGgnigxMnJqbm/PMtzGUZsvVnaCLkVPRzuIxbN/w8HCsXbsWAFC3bl1ZW0el/aXHePPmDezs7PhEZNIx62baARTbXHtAQADS0tLw/fff82VOTk562z18+BADBw5E6dKlDYp2AChfvjxf1qxZM3h4eAAAbty4YXQcq1atgqurK2XgCYIgiDyFRDtRZJBGG7Zt25bp9kqiXepaS2GiXSq8DaErus3NzbngZk57YmIiEhMTUbZsWTRs2FAm2g057VLRrlaruWiXjjkxMZFvW5xFO3sdgLevz7x58xAQEKAXgXn06BF8fHxQq1Yt2QRtjODgYABAmTJl+DJzc3O8ePECVlZWmYpxdiIwa9as7D0ZgiAIgjABEu1EkYRNPmQMJTHLBB6bYZS1VmQzl+oWdioJbF3RLp3oiAn+xMREpKSkcLEujcdk5rQnJCTAzs4Otra2AN467Wq1WjYulq0vjqI9NDRUdn/VqlXw9PREfHy8rGtQeno6IiMjUbp0adSsWRN37tzRO1ZwcDDs7Ozg4OAgW25hYYGyZctyJ94Qd+/eBQBcvHgRoigiLS0Nly5dKra1BgRBEETeQKKdKJKYItqVHHMmzlnhqZeXF9zc3LjwZV1aGEzcS9EtRJV2cmGPmZGRgfj4eC7as+q029nZ8X2YqywVlcXdadcV7TVq1OCTWL1+/ZovZyc8Tk5OqFixIoKDg/XEdFBQEMqUKcPfE1K8vLzw8OFDg+MQRRGPHz+Gv78/4uLiEBERgdKlS6Nhw4ZYvHhxtp8fQRAEUXg5fvw4WrRogeTk5Hx9XBLtRJFEV1wD+sWlSmKWxWCYQDMzM4MgCFxs6x4jK067NB4DaE8slER7Zk57WFgYXF1d+XZJSUkA5KJdmml/1wtRS5UqhQkTJsiWhYSEyO6XL19eUbTHxMQA0Ir2UqVKIT09Xa/d58OHD1G5cmXFx65duzZu3rxpcGwJCQlISkpC3bp1+bjY8Q8ePGjCsyMIgiCKAqIo4tGjRxgyZAh++OEHnDhxAnPmzMnXMZBoJ4okLMKSnp6Ov//+G6Io6ol0Y047w9zcHGZmZnrbsnaRSk67MdEuPY5UtJvSPYYd49GjR/D19eWPw87kDYn2d9lpT0hIQGhoKH799VfZ8tDQUFhYWODzzz/HgAED4O7urijaWeEuE+2AtrOPlDt37qB69eqKj1+rVi28ePGCi39dDh06BEAr7gHg8ePHALTvm4sXL2bhmRIEQZiORqPh329E3pGRkYFffvkFDx48gJ+fH3x9fbF27VqcPHkSADBz5kzs2LEj38ZDop0okjDRvmLFCvTr1w/Hjx/PkmhnTrsgCBAEQW9fJoizEo/JyMiQOe1xcXHZise8fv0apUqV4tspOe2G4jGPHj3iOf2izs6dOzFx4kTFdSEhIfDw8MDixYuxYcMGCIKAEiVKQBAERafd0dGRi3apS5+UlIQXL16gatWqio/j5eUFAHzCK13++usvAEDXrl0BAMeOHQMAfPHFF4iKijIo9gmCILLLuHHjULVqVTg5OUEQBFy6dImvS0lJ4b9Dqamp7/yV2LwkPj4e8+bNwzfffIOqVavq1USxeUF69uyJDRs25MuYSLQTRRL2pRQVFQVA68iaItql8RgmvpWcdiaYc+K0G8q0G4vHJCUlITY2VjEe4+joyMfLOtYActE+adIkDBs2TPH4RY3u3btj6dKl/L70eTLRLkWlUqFEiRIG4zElS5bk+zJYNr5s2bKKY6hQoQIAIDAwUHH93bt38fXXX8PZ2RkuLi7Yv38/BEFA586dAQDPnj2Tbf/o0SPFDjZE4eXUqVOwsLDgk54RREFy+vRpLFy4EI8ePeLLpkyZgk8++QSCIMDa2hrm5uYQBAFWVlaoWbNmAY626PHdd99h0aJFqFSpEhwcHDB16lTZ+tDQUIiiCFEUUbt2bT7zuilzeuQGJNqJIglz2pljrhSPUYqNSOMxLAIjzbQzTHXa27Vrh5UrVyqKdqnTLo3HKM2oCmhPFJjgdHZ21ovHMNHOTiiUuseEhobi+vXr/OTkXULqWj969Aje3t5627i7uxt02i0tLVGiRAlF0a57AiA9nrW1taLTHhcXh+fPn/OZVBs0aIBnz56hSpUqfKKmp0+f8u0DAwPh6+sLPz8/g61HicLH0qVLkZ6eji+++KKgh0IUY549e4YpU6ZgzZo1ALQnkwkJCRg1ahSOHj3KZ+HW5f79+/joo4/IcTeROXPmYOzYsdxwqVatGh49egSNRoP09HRu/jAaN26MNWvWICEhAT///HOej49EO1Ek0e3FbWqmXTqJEhPFTLxLMdVpP3DgANq1ayebEZUdz1A8RqlLCTsu6y1vY2PDx6CbaWfPS6kQNTw8HKmpqYqtDYsSurUHwNuOQQEBATh//jyaNm2qt03JkiXx6tUrhIeHo2zZsli3bh3s7Oz4a1mqVKksiXZBEODp6cmddo1Gg127diEoKIh/qbMiVpZrb9GiBVxcXODg4CAT7dIf1SlTppj2QhB5iiiK2Llzp9G6EFZYvG3bNnTv3j2/hkYQALS/MU2aNEGlSpUwd+5crF69Gh999BH8/f1hZ2eHSZMmybZv0aIFAG2BPWtHu2vXLmzcuDHfx17UkDYp6NixI0JCQnD37l1UrlxZdnVel06dOgEAJk6ciIsXL+apaUainSiSsHiMVABnJdOekpLCRa+SiDbmtBuaEZX1aWeuuqF4jCFUKhXvMW5lZWWwewx7nmxsUoEbHh4OALh8+XKmj1eYCQoK4rf79esH4K1oX7JkCdzc3BRjQFWqVMG2bdvg7u6O4OBgnDhxAm5ubny9kmg3NzeHi4uLwbFUqFCBO+3sB7NcuXL8NWYRmvbt2wPQXiURBAGVKlWSifZHjx6hWbNm8PHxkT0/ouDYs2cPunfvDgsLC/Tv3x9Lly7F3r17+fqgoCAcOXIEvXv3BqCts4iMjCyo4RLFkA4dOuD8+fOyZb169eK3K1SogJSUFFy/fh0vX77EsWPHIIoifHx8UK1aNf5d8+mnn8LBwYHqbAxw/fp12W/FL7/8YtDM0aVEiRK8lqxRo0awsrLCzp0782ScJNqJQktISAjGjh2rKL51RfuSJUtkxTiAvmiPi4uTxRLYWbOSaDfmtCudbatUKqSlpSEjI4PPZJqens4FvDQeYwhd0c4eRzcew2CPw0R9amoq70te1EX7ixcvAGgz4/PmzQPwVrRfuHABrVu3VnxNP/roI71lJUqU4LeVRHvJkiUVr7Ywypcvz512VngEaCd0srGx4ZdLP/jgA/z777/4+uuvAUBPtN+4cQPVq1dH+/bt35li4aJMYmIiunXrxu9v3rwZo0ePRpcuXXiOdf78+QC0OdezZ88CAJo0aZLvYyWKJ9LvGw8PD/z4449YuHAhNzIYlpaWqF27tmJtTpkyZdC1a1ckJycjPj4ezs7O6Natm0mzihcnvvrqKwDa10sURVSpUiVL+1etWlV2NePEiRO5OLq3kGgnCi1ffvklFi1axAWcFN1M+5EjR/QEm67z7ujoKCsqMRaPyarTbmZmBlEUodFouJgGkG2n3dLSEoIgQKVSKbZ8BPRFO7u0V7p0aVy9ehUA+JiKGmwW0ooVK8LZ2RnA26LjoKAg7m7r0qxZM/j7+wMABgwYAAC8awygfW2kLR/DwsIydVPKly+PZ8+eISMjA+fPn8fHH38Me3t7XLhwARUqVJCd9HXo0IGPt1KlSnjy5AkA7bwCAQEBqF27Nho2bIhHjx4pnmgS+UNaWhrs7OwMrj9x4gQSExOxYMECtGvXDn5+fmjUqBEA7RUTqkkg8poTJ07w6MuNGzcQEhKCiRMn4ssvv8zysVauXImpU6fyLlm7d+9G7969ERAQkKtjLqqkp6fz1+LAgQPZPk7//v0hiiJatmyJjRs38rhrbkKi3QSOHTuWpYzSwYMHsWHDBiQmJuplrwnTYQWFShMpsdfV2OubWeFNdp12Q6Jdo9HInHYg66KdzX7KtmcdZYDMRTuLxjRo0IBfEl21ahXMzc3zfda2nPLy5Uu4urrCxsYGarUaKpUK0dHREEURoaGhKF26tOJ+lpaWOHXqFERRxIgRIwBoxTOjTJkyePXqFT+RCQ0NzVS0t23bFtHR0ShdujSuX7+OJk2a8EJTQycP7HEDAwORnp7OOw6ULVsWvXr1gqurK8aMGYOGDRti+/btWXlpiFxA6rCLooiUlBR+gtu9e3ecPXuWT5jVoUMHANrPOKsVcXBwgLW1Nfr168fjaefOnYOzszNWr16dv0+GeKdISUnBzp070aJFCxw+fBg9e/bkxe7ZxdXVFTNnzsS9e/eg0Wj4b4WPj0+xngTuv//+w6JFi1C3bl2EhITg2LFjudJtZ8mSJYiMjMyTiAyJdiO8efMGgwcPRqtWraBWq00q7gsLC0P79u0xaNAg2NnZ8T7ORNZhgpy5z0rrjAnzzER7bjvtxkR7duIxgPbkIauivXr16oiMjER6ejp2794NAEUuh/vixQt4enoC0J5UOTs7Izo6GgkJCcjIyDCaQWf4+/vj119/xfTp0/myMmXKIC0tjV+VMEW0169fH506deInkbVq1cLo0aP5bUNUqlQJ6enpCAoKwunTpwFoL6GqVCosXLiQb9erV68i9/9TFImLi8M333yDadOmYf/+/QDetv9kn3NBEHgM6+HDh2jYsKGsa0y1atX47ZSUFPz999/w9fWFm5sbFi1ahJiYGAwfPhxfffUVBEHAlStX8uvpEQbIyMjg36tv3rzBvn370LJlSzRu3Bienp78qib7Hi1IEhISYG1tLSt4HjJkSK4+hiAIcHV15d9J7du3x759+3L1MYoCa9euRbt27TB27Fjcvn0bvXv35kW8OaVKlSpo0aIFvvvuO73Zu3MKiXYFbt++jY0bN0KtVmP9+vUAtG5vzZo1IQgCBg8ejBUrVuDly5dISEiAIAho3bo1du3axQVAy5YtAQDjx4/H/fv3C8UXQlGDCV3mPkthTqmSC8+QinaliEheOO25FY+ROu2mZtqPHDkCQCssRFFEVFQUbG1tAbwV9EWBmzdvYvfu3ShXrhxf5uzsjKioKC6oWATFGObm5hg/frxs2zJlygAAgoODAZgm2gFtwSKjRo0a6N+/P3bv3o1p06YZ3Ic5/E+fPsWdO3fg6enJnfkBAwYgIyMDDx48AACKyeQDEydOxC+//IIZM2YA0HaDUfq/Z1dVa9euzT9TDPb9D7y9jB4YGIiIiAj8/fffKFeuHKytrfHbb78B0J7wNW3aFBkZGTh9+jSf/nzHjh28cxGRd2zfvh0qlQpqtRq1atWCWq1G586dcfz4cVy4cAEvX77kvyFNmjQx+nuS15w7dw729vb8fr169ZCWloaOHTvmyeM1bdoU69atA6DtMT5v3rxiMxdBbGwsPvnkE9kyY9/l2eHXX3/Fq1evUKlSpVw9KSLRLiEiIgKVK1eGn58fBg4cyJc/evQIR48e5ffXr1+PkSNHwtPTk186PXr0qCxTffToUezfvx+xsbGoVq0ahg0bhtWrVyu6xoQyTLgqvWamiHaWaT9w4IBMSDOy67QrFaKyCZoMOe1Kx1F6TCYYlOIxuqKdTerE1v/4448A3grT2NhY/rgsD54ZBw8exI0bN0zaNq+oXbs2wsLCZLOUMqddOllSdmCvzatXr5CcnIzg4GDZyYEhBEHAmTNnsGnTJtjZ2cHMzAxdunQxegWlfPnyEAQBT58+xdOnT1GxYkXZejMzM/j4+MDZ2Zkc2TwmKioKf/75J7/PYgdKTJo0CY6Ojrh69SrUarXe+oULF+Ls2bNo164dXr58KTvOzZs3ZZPeAMDZs2exbNkyfPDBB1i7di2mT5+Onj17omHDhrn07Aglrl27JuuycuvWLdn6UaNG4auvvsK1a9fwzTff4MaNG1iyZEm+jpH9ZiQlJeH999/nyx8/foxLly4ZnIgvtxg0aBD27t2LoKAgTJ48GZ9//nmePl5h4cKFC0hLS+NXPLds2SK7ipYb1KlTB4GBgfDx8UHnzp35lY2cQqL9/4mIiECVKlXw+PFj2fLk5GRUrlwZLVu2RFBQEDZt2iRbf/r0aV7oVqZMGXz44Ye8YwRrAQcAf//9N4YPH47x48fn8TN5dzAm2hMTE7F69WqjtQZ3796FIAjo0KGD4namtHxkjrvSOilSp93S0pKfCLDnYKg3uxTpYzGxbWFhwZ12V1dXvX1sbGz0rkQwcR8bG8uvNpiaaW/fvj3q1Klj0ra5gVI/dnZ1QOqEuLi4ICoqKseinXWKCQ4Oxu3bt5Gens6zy5nx/vvv63VtMIalpSXKlSuHp0+f4tmzZ7JsPUMQBNSpU6fAT5TedVgHoVq1auHq1ato3bq1wW07d+6MmJgYgx2FnJ2deQeZsmXLYtu2bQgJCcH+/fvh7OyMcuXKITw8HBqNBhERETA3N8eYMWP0jvPixQusWLEiF54doUt0dDR69OghW+bo6IgZM2YgKioKt27dwtKlS7FgwQLUqVMHP/30Ez7++GOMGzcOvXr1yrfJ6UqXLg2VSsW/8z744AOIoggvLy+jHa1ykw4dOqB8+fIAUGxa0W7btg12dnYYM2YMRFHkLV1zmzJlynDN98EHH8gm/ssuJNoBXL16FW5uboiMjET//v3x4sUL3lRfGmsoU6YM+vXrh6ioKERERPBuAn///TcyMjIQFBSEgwcPyhy1yMhI2dn79u3bER4ejosXL+bfEyyiGBPtr1+/xvDhw40Wehw+fNjo8XMzHmNubs4z7WZmZnw/U2IxSsdVisewMTVo0IBvZ2Njg6SkJGRkZEAQBCxfvpxn32NjY/mVCCVxXNA0a9YM1tbWej2Iy5cvj3HjxslEbsmSJREWFpZj0a5SqeDh4YHg4GBcvXoVKpUKfn5+2X0KmcI6yBgS7YA2znT//v08G0NxQ6PRYPz48Zg/fz5CQkJk3YLOnz9v8klaVvDw8JCZNK6urhAEASVKlOAnzrNnz0ZGRgZOnDiBX375BQAwcuRIvQ4T4eHhWLt2LRYtWsTjU4Rhbty4gcGDB6NTp06IiYlBaGgo+vXrh+fPn+PXX39FWloaRFFETEwMvv/+ezg7OysWG7KuLNu3b4eVlRVWrFiRp523RFHUE3HHjh3Ls8czhJmZGa5fv46lS5fi4sWLOH78eL6PIT85dOgQVq1ahQULFhicLCk3+fjjj3Hq1CkAgJ+fnyy1kR2KnGgPDw9Hx44dYWdnB19f3xy9AKmpqfj+++/x3nvvwdLSEitXrsTGjRtRrlw5eHh4GLxc4uzsjBIlSuD48eP4+++/4e/vb/Cs2MXFBZ999hmePHmCf/75B1FRUXB3d0ejRo2oV3MmMJFqLFKUE2cgt+MxoigiIyMD5ubmfOy5IdpZ/EWlUuHVq1ey9zwT7UlJSRBFEfb29jKnnUWECmP3GPZFptu9ICYmRi8K5OHhgdDQ0ByLdkB78h0cHIwjR46gRo0aJhUJZ5eaNWvi1KlTCA8P14vHMCpWrIjAwEDqNJVLMAf166+/RunSpVGmTBlYW1sjNDRUMSaX16xatQpWVlYYPXo0zMzM0KxZM3z99deYM2cOAG2buEePHuH27dsAtM7nkCFDMHbsWFStWlXRpSe0REVFoVOnTli/fj3+/fdfODs7o1SpUvjvv//QuHFjjBs3zuSISZ06dfD48WMeiRo5ciT69OmTJ5HWqKgo/PPPPwC0VwC6du2K9PT0fBGRSjg7O2PkyJEoW7Ys5s6dWyBjyC9WrVoFX19fvUx7XuLv74+dO3fCwsICbdu2xY8//pjtE8IiJ9o///xzeHh4IDw8HD///DN69+5tcl5XysuXL1G/fn3MnTsXX3zxBV6+fInhw4dn6RjW1tbo06dPptEHNjti9erVZcurV69e5Kebz0uYQ2XsSzMnDnJuF6IC0PvizY5oV6lU/HjSeIxKpUKpUqVkOVsm2pmjbmFhwZ32uLg4vtwU0Z5Zt53cRBRF/trq9uGPiYnRE+WlSpVCaGgoL641pUbAEOXLl8eqVauwY8eOPP/ibtq0KS84NOS0V6hQAYmJiUWig8yjR494D/3CyKtXrzBmzBg+4RXjt99+01uWXwwbNgzJycl67+mJEycCAPbu3QtfX1/4+fnhr7/+4vUNrEZqyZIl+Omnn/J1zIWZLVu24LPPPsO9e/dQokQJBAcHK04q9Pfff5sUS5Ti5eWFS5cu8ROq7du3Q61W50ohf1xcHM6ePcuvwPTs2RPW1tYICwvDrl27CkywM8zMzPDxxx/j8OHD2LBhQ4GOJa84d+4ctm7dWiAx5W7duuH58+cYNmwYvv3222wbt0VKtCckJGDXrl344YcfYGtriy5duqBmzZq8rZ2UlJQUxMXFyf4A4I8//kCnTp1QqVIlHmf5/fff4e7unufj9/LyQufOnTF69Gg+01nNmjXxww8/kMumw4kTJ3iuUKl7TG6g67RLv+Cz0/IR0BbGMtcdyJ5ol+4jjccoPS4T7ey1srS0hIWFBWxtbRETE8NdelNObvKzw1FcXBxSU1MhCAKfbRTQXv1KSkrSEzgeHh5ITk7GgwcPTJ5a2hDfffcdvy0t/soLpMf39vZW3IblSZ8/f56nY8kpqamp8PX15a04CyNnzpwBoG0EcPr0aQwcOBBbt27NV1fNVMzNzfW6Bg0bNgwAEB8fj+3bt/N4zKRJk/D69WvePak4otFo8Mknn6Bv375YtmyZzAQ7efIk4uLiEBISgp07d0IUxWy/T6tWrYrJkycjPj6emzfu7u6oX7++7LvKVA4ePIjmzZvD0dERTZs2la376KOPsvQbkdewovxBgwbxq5rvCleuXOHfx2zivfzG3Nwcy5cvx969e/Hs2TPUqlUL/fr1w8qVK00+RpES7QEBAVCr1bKz6po1a+Lu3bt6286dOxeOjo78j70Z//e//yEpKQm//vornj9/brQgKbcxNzfHnj17sGTJEtSuXRs7duwAAEyfPp1fmiOA48ePo0WLFtiyZQsA4057TtB12qWFoNl12tPS0mBubq4o2n///XejmUVDop2JaSUnxtbWVua0s/E6ODhg3Lhx/PFMcdrzM/fOWou99957Mqc9NjYWgH78hXV9OXfunGyG0+xQu3ZtXLlyBSNGjMj1jgG6lClTBvPnz8eaNWvg5uamuA1rA1nY61x+/vlnflvpO7cgCQ8Px9GjR9GnTx8A2quYTZs2xfr169GrV68sO675Rf369ZGWloZ58+YB0H7er1+/DrVaDTMzM/j6+vLmByVLloSLiwtsbGzeuRahCQkJRt//9+7dg7m5uaK4iY6ORqVKlWBvbw8PDw/ZxFk5Qa1WIyEhAZs3bwagFX1sBuSffvoJ165dy1TY9urVC+3bt8fJkyf5shIlSvD5HXSLZQua4cOH8ys8Xbt2LeDR5C7MrJk5c6bR2ZDzGkEQ0KlTJzx//hxz5szB48eP8c0335h+ALEIcerUKbF8+fKyZVOmTBE//fRTvW2Tk5PF2NhY/vfy5UsRgBgVFZVPo82c9PR0sVmzZiIA/te7d2/xyy+/FN+8eVPQwyswFi5cKHtN1Gq1ePHiRdmy3Ph7//33RVEUxTp16ogARDs7O76ue/fuIgDxhx9+0NtPOhbG+vXrRQBi06ZNxd69e/NjHTx40OTnPXbsWBGA6OHhwZe99957IgDRzMxMcZ+2bduKPXr0EJ88eSICEI8ePSqKoii6uLjIxjxv3rxMHz84OFjveeUVp06dEgGIo0ePFi0tLcWMjAxRFEXx0aNHIgDx+PHjsu3j4uJEQRBEAGK/fv3yfHz5iUaj4a97cnKyqNFoxMTERL3tIiMjxQsXLoipqal82eTJk8V27dqJGo0mz8fZoUMHsWXLlqK9vb04c+bMPH88U9m/f7/sve7v71/QQ8oyGRkZYmhoqOK6+Ph40cHBQe97aPXq1fk8yrxB+r0zceJEMSkpSbY+JiZG9rwDAwPF0NBQ8eHDh4qfk7zA2tra4O+IlZWV+OLFC/Hw4cOysS9fvlwEIDo4OIgLFiwQ16xZI/uchoWF5cvYs0paWhp/bq1btxZjYmIKekjZRqPRiN99953YuXNn0dbWVhw2bFhBD0mR169fiwDE2NjYTLctUk67Wq3mMRdGXFycYi9dKysrODg4yP4AZbeyoDA3N+cz840bNw4AsHXrVvz222+ws7Mr0IkeChJWPMlISEjIdk9j6cxyurD3gjQ/zsiJ057b8RjdsUlxcHBAfHy8LB4DaC+vSylsTjtzqGrXro3U1FTeRYF10pBOMsLuV6lSBQAKdTwjOwiCwPPNs2bNwqeffgpHR0e9/49x48ahUaNG/LsiMDAQc+fOxcGDB7kbaAqLFy+GIAh6/cQNIYoizpw5g2PHjqFGjRpo1qxZrvUczgmBgYFo3LgxnyuDceLEiYIZUA4wMzMzmLlXq9W4desWFi5ciM8//xxbt24FoI3S5GV3k7xi8+bNmDdvHv73v/9hy5Yt/CoDAPz000+wsbGRddT577//AAB9+vRBUlISPD09UbJkSfj4+ORbYXFkZCSSkpJw9OhR3LhxQ+bUpqSkwNPTE23atMGsWbP48p07d8LR0RFRUVH46quv8PHHH8uu+ORHJDc7qFQqXLhwAYB2wr42bdoU8Iiyx2+//QYzMzPMnj0be/fuRWJiIkaOHFnQw1IkKzqhSIn2ypUrIyEhgc9mCAB37tzRK/AsStja2kKj0WD+/Pn8g8KwtLTE5s2bi13ePTc7nTg5ORkssNTt0y4Vxtnp0w4Yj8dkhlKOXlqcqoSDg4Os4JTty2ZtZBQ20c5Ovtlnl0Vk2MmG0ok4a9VnymRIRY0pU6YA0ObGV6xYgbS0NFk87H//+x+fvXDJkiX477//+CV3tVqNUaNGmfR/HBERgS+++AKAPNtvDH9/f/j7+yM5ORlt27ZFjRo1cOjQoQI1Fd68eYMKFSrw78wxY8YgPT0diYmJ+dbfOj8pX748vvzySyxevBi9evXiQraoNDIICQnBxo0b0b17d/Tv3x+TJ0/GzJkz0bdvXyxatAgjR46UnUTa29ujd+/euHHjBo88rV69Ok87PRnD1tYW1tbWaNmyJWrVqoWEhASIoqg30+Xs2bMhCAIEQcCBAwfw+eefFyqj0FQaNmyIjIwM1K1bF5cvX8aoUaMKekhZIiAgAF999RW/X7t2bZw6deqdmNCsSH27qdVqdO3aFdOmTUNSUhL27duHW7duFfnsFRONDRs2RGpqKmJjYzFkyBAA2nZgZmZmEARB7yqDIcLDw432Ly/ssFxzbmBhYQEzMzM8f/5cLz9ozGnPTstH4G33mOyIdqU2kWyZIdFub28vc9rZ9itWrMDYsWP5dqYIcuk2ed1JJj4+Hubm5vD19QXwVrQbctoBoEuXLgBgMBtelHF0dESDBg14gTqgLZoPDg5G9erVMXPmTADAt99+C0D7Wuzfvx9+fn7477//EB8fj4CAAKOPERgYKHvtdE0CJa5fv46zZ88CANq1a4cOHTqgXr16ALStKnWviuUXUsfs4MGD+Omnn2Bubl4gLR0LAn9/fwDAsmXLEB8fLzOyChuhoaGoX78+Bg4caPB36auvvkLlypWxfPlyvmzbtm18ojfWfKKw0bFjR6SkpCAkJETx/2Dy5MkFMKrcwczMjF9R+/PPP/H7778X8IgyRxRFxMfH8+4wzs7O+O+//3D9+nX+mSnqFCnRDmh/yF69eoUSJUpg/Pjx2LJlC1xcXAp6WLkGa9n3xx9/oGPHjrJ1CxYswMKFCxEWFoaMjAycO3cO8+fPR6tWrWQzKo4cORLdu3dHzZo1ERQUhGfPnuXzs8gZuVm1zkR3+fLl9X7QjTntuvtLYaJduk43HsPIjtOudPKQmdOuG48RBEFWsJmcnIzTp0/rOUNSpKI9r13UuLg42Nvbw8XFBXZ2dnqiXclp79WrFw4cOGA08lSUSUxMxOHDh3mh28WLF1G2bFnesWLYsGGYM2cOTp48idTUVGzZsgXt27fnrST//PNPo8dv3rw5v71582YEBQVl2maS9Wz29/fHgQMHIAgCevTogf/9738IDg7G+vXrc/CMTScqKgq7d+/G8+fPUa1aNV6ceeXKFXz44YfFRqwzbGxsYGlpiaVLl8LBwQFly5bVm6SpIBgzZoxsHol9+/ahVKlSeoJ20aJFCA0NxaxZs7B69WpUrVoVgHYW5LCwMDx9+hRLlixBt27dsGrVKvzvf//L1+eRFSwtLeHh4YHSpUsjOTkZs2bNwoABA/Do0SPF77GihK2tLZYuXQpAO/mU7kR4hQlRFNGmTRs4ODhg37592LZtG6KiotC2bduCHlrukofZ+kJFbGysyUH/wkRGRoY4f/78TIsqGzRoICvo0f3z8vIST5w4IT569Kign1KmsCLQ3PgbP348P+7HH38sW9epUydRFEWxcePGIgCxcuXKfB3bdvXq1XrHZEWfbm5u/Ng7duwQAYje3t7i8OHDRSsrKxGAGBAQYPLznjlzpghAbNiwIV/Wvn17EYBYsmRJxX1++ukn0dHRUTx58qQIQHz48CFfN2fOHD7mYcOGZVpkyopD8+NzMnXqVNHT01MURVGsWrWqOHbsWFEURXHVqlUiADE9PT1PH78wMmbMGP7637x5k9+eNWuWrPg0MTFRVrgqiqLo6OgofvjhhwaP3bJlSxGAOHv2bDEjI0N88OCBCEA8cuSI4vYBAQHi8OHDRQ8PD/GTTz5R3MbR0VGxCYASOfn/jIiIUPxsnzp1KtvHfBdQKs7/+OOPs3WsZ8+eZfkzf+TIEfHAgQNiamqqqNFo9L5jrl+/Lvuu/fvvv/lj5UfhNJE7pKamiosXLxYBiEOHDi3o4Rhk3Lhx/P1WsWLFIvUey4o+LXJOe3HDzMwM48aNw7Vr1/Dee+/hq6++UpwN8tKlS7wtHgAMHDhQtv7Jkydo3rw5fHx8oFarERUVBX9//0J55hwREWHSdqb02Ja64bqxluw67Ww7VtwMyOMxOS1EVSqINea0x8fHc5dcOl5pkZo072yoeE3qtDPnPq+Ij4/nERg3Nzfu+CYkJMDGxqZI5kBzyu+//44qVapg8eLF8PPzw40bN6DRaPDdd9/J3hM2NjaYMmUKxo8fz99fY8aMwfXr1xXrX/bt28dbf3711VcwMzODt7c3bG1tZVfoRFHE33//jcePH6Ny5cpYtWoVQkND8dlnnymO96OPPsLly5czfV7z5s3jrQyzQ7t27WT3f//9d6SkpLwzl7uzS4MGDfD69Wvs2LGDx8zWrl2b5ZqgH3/8ERUrVtR7nXVJSUnBlStXcPv2bYiiiNatW6N9+/awtLSEmZkZVq9ezbcVBIFHW3r27Im9e/fybDprm0gUDSwsLPD5559j6NCh+OuvvyAIAlq1apWvk/FlRnx8PBYsWABA+9v19OnTd/Y9RqK9iFCnTh1cvnwZCxYsQHh4ON68eYNHjx7h3r172LZtG9/uww8/BKDt/5qWlobU1FR4enqiZs2aaNGiBQBtEVeJEiVw5swZNGnSBJcvX+YFgBqNBt988w0vgisITBXtpiAVO7pC0FifdoaxeEyrVq34soIqRLW3t4dGo+F1ANJ9x44dixkzZqBNmzYyQW6oZiA/RTuLxwCAnZ0d78UvFfPFDUEQcP/+fXz++ecAgFq1ahn84Zk9ezZ+/fVXfr9FixZ4/fo1Jk2axJeJoojFixejc+fOALT5Z5YLNjc35ycGjG+++Qb9+vVD5cqVAWgz6wsXLuTiS5f69evj1q1beu+V9PR07Nu3D3PnzsWUKVOwePFiAMjWLItr1qzBlStX8N577yE6OhoPHjzAF198kaMZcd8l3Nzc0L17dzx48IBPzGRjY4O+ffvK/m8NcefOHV4ncf78eaMzf3bs2BH169eHn58fry/RZdeuXbL7TZs25VEmomgjLUY9duxYljpW5TXsu2XixIkGO629KygrAaJQo1KpoFKp+I9r6dKlAWgdjW3btiEpKUmW8dSdcVJXSDZo0ACAdpKKVq1a4dq1awCAvn37Ijw8HK6urnn6fKQcOHDA5Kl9TSmCU3LDGbozoioJY0MtHx8/fixrPahbiMrIqWg3xWkHwJ1q6ReWvb09vv/+e3Tr1k3mvkVFRcHZ2VnvWFLRntedZOLj4/nY7ezs+IlEQkJCkc+BFgStWrVC9+7d8fPPP6N9+/Zo0aIFfv/9d95BYezYsfj0009l+9SuXZsXmsXFxclOAiwsLPD06VOjj+nl5YX09HSEhITwWV2Tk5PRr18/PfEGAPPnz8esWbMyzZ9rNBoEBATwFp99+vTBxo0bYW5urniVkdCyatUqREZGYvfu3diyZQu2bNmCoUOHokePHnr1UYC2YUHNmjUBaGeI3LhxI9zd3bnhEB8fj3///Rd37txByZIl9bLq/fr1w4oVK2BnZ4eUlBRYWlpCEARERUXhwIEDuHPnDkaOHPnOi6jiQoMGDSCKIkRRRKdOnfDZZ59h0KBBuHLlCi9OLygOHTqEZs2a4ccffyzQceQH5LS/Azg6OiI2NpY77sZ+FC0tLXHlyhUcPnwY6enp6NevH1/n7OzMBTvDzc0NV69ezZVxMuH4+vVrXLp0CQEBAVw0hIaG4pdfftHruWwMR0dH2f2vv/5abxtpkXJuOu1eXl6y7XULUVkhZ27FYwz98DFXmol2pfFaW1vLCg6joqIUj1VQTjubeRAg0Z4TWD/lli1bQqPRYMWKFfD19cWePXvw22+/6W3fpEkT3L17FwcOHOBX1po0aYL+/fubFJtjZkFQUJDsmEqCnc3guXv3bqPHjI2NxZQpU7hgB7Qdc4pjXCo77Ny5E6tXr8aXX34JAPjrr7/QqVMnvb76qampvE/4oEGD+NUdQDvb7fXr1+Hg4IB+/fph9uzZvBPV2LFjsXr1aty4cQObNm3i/cqtrKz496izszP69++POXPm8Nl+iXcHQRAwYMAA/p393nvvFejMrhkZGThx4gRatmxZYGPIT8hpf0eQOsqZIT0r3rRpEzZt2oSBAwdi48aNALTxlD179vDLre+99x769OmD8ePHc1c+q1y/fh1169ZFv3799C6rmZmZyXLWlpaWEEXRaAeT9evXo3nz5rxn959//omRI0eiR48eaNKkCd/OmGjXddqVojRKYtlYy0cWjxk7dix+//33fHfalUS7lZUVXr16xe/rTrzEyO9MO6vBkMZjEhMTC2Vrt6LAiBEjeP6cvUd37NjB4zG6sAyz9ER59+7dJl9ZY1f6mjZtCktLS5QvX563nZwzZw6ePXuGNWvW4LfffkP9+vXh4+ODc+fOoW/fvorHE0VR5qRbW1sjKSnJpLEQWgRBwNChQwFoa3569+4NAPjggw9k9Q7SDkzr1q2DRqNBixYtcPz4cdSoUUPx2GPHjsXChQvf2awwYTqdOnWCIAj8PfXPP/8gIyMj30+uw8PDMWPGDMTExBQb0U5OOwFAe2n10aNH2LNnD0qUKIGhQ4fi3r17WLFiBQBgy5YtaNiwIc6cOSPbLzU1VZZBv3HjBsaOHSsThqIoYvr06QCgmINjgr1cuXK4du0aUlJSDOZoGR07duROn5ubG+/brBuB8fDw4Lczc9qlgpeJ7ayKdhaPWbhwIVJTU7P0A5edQlTmVrP/A6XxWltbIzQ0lN8PDg5WjL9IhXp+FqJKRXtycnKBTaBS1FGpVLx1JkMpFsFwc3PDBx98wO/b2dllKQpnbW2N+vXrA9C+X5hgDwgIwOTJk7F8+XKkpqbyE4l69eph0aJFuH37tt6xYmJiMGDAAH6/Xbt2uHv3rsljIfTp1asXRFFE7dq1Aby9IvL8+XP8+++/ALSTHgHa76+jR4/qNTCIjIxEWloabt++jd9++40EOwFAaxZpNBpoNBp+ha9cuXL5Pm+Dl5cXFi9eDDs7u2wbikUNEu0EAK1IrVy5ssyVq1q1KkaMGIEXL15g9OjRALT9mgVBQPPmzeHr6wsrKyu4ublBEASMGjUKDRo0wKJFi+Dg4IARI0YA0E6bvmfPHgDaHG3jxo3x9OlTbNiwAaNGjULt2rXh5uaGFy9ecLFuSKQyBEHgQlnq0uuKduYGAllz2pmAVxpHZk47mwwrq1lOtr30OZjSpx3Q/rgKgqA4NisrK5kIHzx4sKL7mt/xGGmmnUR77lCuXDnExMSgc+fO2Lp1a6ZXek6ePIkrV65ApVKZVLioy/Hjx2X3Bw0aBG9vb8Vt2ayvulGNv/76C87OzvyEPiAgAAcOHOD954mccfz4cdjb23MD5ocffgAA3L59W2ZqCIKA9evXQxRFvHz5EhEREXBxcYFKpTLovhPFG0EQcOjQIXh5eSEkJAQWFhYYNGhQvsyg2qNHD24OPnz4sNgUp1M8hsiUcuXKYfHixahfvz6/9MqmUJeiO7nLqlWr8MUXX/A85ObNm2WXxitWrIgBAwYgPT1dr31UZpfZpMJWKtp198tupp3dVmqPqCSgDRWiZgXdFpTScWTmtEdGRsLCwkLRCVMSwYcPH9ZbVlAtH6WZdhLtOcfR0ZGfJJtCvXr1sj2Zlp2dHb9EfuPGDVSrVs3gtjVq1MB7772HkydPwt/fHytWrEBAQAAOHjzIt/nhhx8Min4iezg5OaFv37747bff+KykEyZMMCrEy5Ytm48jJIo69+7d4wYB6+QyduxYVKhQIU/ijps2bcI///wDQHvlSNru+l2HnHbCJARBwJAhQyCKIs6dOwe1Wo2ePXsiPT0dkydPRrNmzfi2//33H7/NLs1Onz7dYJZVpVLpOYKZOe1S0c5OCtg4GU2bNpXdz6xPu/Qx2bZKvWiVRLl0WU5Fu/S5ZSbara2toVKpEBkZadBpMFUEG+se065dO8ViRlM5fvw476N79OhRREdH8ygGc9pFUSTRXoSpXbt2pm5X69atsXXrVvj5+WHRokUywZ6enl6oZ74sykycOBGxsbHw8fFBbGwsvvnmm4IeEvEOYWlpySOwjOrVq8POzg5ly5ZF1apVc6U+JTk5Gf379+dRugkTJvDOVcUFEu1ElmncuDHi4+Oxbds2mJubY86cOdi2bRt8fX3Rrl07tGjRApGRkTh79iyaNGmC0aNHY9q0aVl6DFPiMYA8Lw+87VAzbtw4vcvwhpx2JpKVYilKGT3dCI7uMqX1ppAd0S4IAuzt7Y2KdnZClFlUIiUlhT+OrvP633//8faB2aFDhw4YP348unfvjtatWwOALNPOBHtKSgqJ9ncY3ViWvb091q1bh/j4eOoQk4d4e3vzz9u+fft45xiCyC2mTZuGkJAQDB06FNbW1vx3LDg4GA8ePICtrS1evHjB2/sqTQSnhNQ469KlC4/RjRs3Dj///HMuP4vCD4l2Ildwc3PDgwcPcODAAVhYWMDFxQVNmjTB2bNnsWTJkiwfLytOuxSWcVNqG5iZ064k2pWcdqUIinTf3IzHZJZpB7S59qioKIMZenZ5UrfHtW4EJiUlhf+wS9eZ+uVqCCbIAW1LOkbdunUBvP2/SkhIIKf9Hadx48b89tGjRxEXF4dBgwZRm8984MWLF7h27ZrR4mSCyAkeHh5YvXo1kpKSkJGRgStXrvBidQAoX748nJyceE2aIAh8Hob27dvzK7zBwcFYvHgxBEGASqVC/fr1eatqAOjWrZtsXoniBIl2olCSXdHOOspIxQEjK057nz59YG5uzoVlZuSm056VTDvw1rE25LSzfva6wigkJARt27bF0qVLARgW7TnNt8fFxektE0URXl5eAMB7Pb958wbJyclZapNJFC0EQUCnTp3g5OQk61xD5D1OTk6ZduUiiNykXr16uHTpEvbt22dwm61bt2LgwIE4ePAgmjdvjlevXqFs2bL44osv+DZS8b948WLs3Lmz2HYyItFOFEqyK9pr1KiB8PBwtG/fXm9dZk679EugatWqSE9Ph5ubm0njzSunPbPJlYC3HWQMbcNEuyAIqF69Ol8eGBiIw4cP885AhkQ76+ySXaTtJs3NzfHw4UPZel3RTk77u83evXsRFRWV6WecIIh3g44dOyI1NRUPHz7E4MGDcebMGcXfrQsXLsiKSocPH85n7QW0v7PSicCKIyTaiUKJqZl2JQz1ms6s5WN2HXLdffOzEBXI3GlnsRhRFLFnzx5cvnwZAGTFw0DeifawsDAAwLJly/Dy5Uv4+PjI1lM8pvhRXF0ygiiuWFhYwMfHB2vXrsX777+PyMhIxMXFITU1FcHBwbwbDKCdYyAxMRErV67ElStXsHfvXiQkJCjGVYsbZHUQhRJd4Wtra4vExER+PzsCO7OWj7kl2vM7HsMcC0OinbVvi4+PR6VKlQz2v2ZFoCqVyqBoF0Uxy4KLOe19+vTRy9UD5LQTBEEUN1QqFTeJSpcujY8++giJiYk4cuQIWrduDRsbGwDa37VOnToV5FALFeS0E4USXZGqm3/NjlOXlULUrJIbTjsT6FktRGVffIbiMd7e3vDw8OAzUwJQ7ASTkpICKysrWFpaykQ766EOZM91DwsLg6WlJY/p6CIV7dQ9hiAIonhiY2ODzp07c8FO6ENOO1Eo0RWp69evx+nTp9G9e3cAORPtZmZm0Gg0RgtRs0puiHbWhi08PJwvY0Lc2DFZvMSQ025ubo5Xr17JXrMFCxbAwsKCt8xKSUkxKNqlQj0+Pj7LnT5CQ0Ph4eFh8P+M4jEEQRAEkTnktBOFEl2R6ujoqNfjObvHZN1Jsuq03759W2/WV0ZuxGMqVqwIQNvOiqHkvuvCnGpjE9so7T937lzMmjULAHDmzBkkJibC1tbWqGhX6gSjS2pqKkaNGoWQkBAA2vZdxmasYy0p4+LikJ6eTqKdIAiCIBQgp50olOgKX5VKleN+4Uy0W1tbIykpSc9pz8y9r1GjhsGpv3PDaTc3N9d7jqaIduZUG+swY+jx2rRpg6lTp6J169ZwdnbGRx99lC3R/uLFC9y+fRsnTpxAly5d8OeffyI2NhabN2/Gq1eveCtOJczMzGBjY4PIyEgAmU8CRRAEQRDFERLtRKGmbdu2OHToUK50m2DHsLGxQXR0tJ7TnpMZGXNDtCthSjzGFKfdENJOO9HR0bCzszOaaTck2lu1aoXHjx8DAO7evQvg7ey0r169QpUqVYyOQ61W81gQc94JgiAIgngLxWOIQglznIcMGcJv51S4s+MwJ1e3e0xuifacZON1YScWpmTaszN+3faYSqJdN9OuRFBQEL/94MEDAG9f58ycdva4r1+/5rcJgiAIgpBDTjtRKGECO6uRD2NoNBrZMXX7ohd1pz07JzWs8wzDUKbdzs4Ob968QWxsrOJx6tSpA2tra5iZmeHo0aMAgLS0NCQlJSE6Otpopp09B9bPnUQ7QRAEQehDTjtRKGGiPTdnTdR17POqT3t+i/acOO2CICAsLAxbtmwBAKSnpyuKdmdnZ1hZWRmMxwQFBaFJkyayzH9MTAxevXoFAJk67Wq1mpx2giAIgjBCvov2+Ph4jBgxAi4uLnBycsLgwYP5uqSkJAwcOBD29vbw9PTE5s2bZfuuWbMGZcuWhYODA4YOHSoTFsS7SW467SwrnZSUBCDvnPbcjMdkxWnPSavJevXqAQDatWunKNrVajWcnJwQExOjt39aWhpevXqFcuXKyUR7dHS0yaJdGo+hTDtBEARB6JPv8Zhhw4bB09MTz58/h42NDe7cucPXTZs2DREREQgODsa9e/fQvn171K1bF76+vrh9+zbGjRuHQ4cOwcfHBz169MDMmTMxc+bM/H4KRD6Sm047c6TZzKpFyWk3Rk5FOwB4eXlBo9FAEATFQlQ7OzuIoqgo2gMDA5GRkQEvLy+4ubnx5Vlx2ikeQxAEQRDGyVen/d69e7h69Sp++uknODg4wMLCAnXq1OHr169fj6lTp8LBwQGNGjVC165dsWnTJgDApk2b0KNHD9SvXx+Ojo6YOnUq1q1bl5/DJ/KRvIjHSGfelB67MDvtlStXBvC2h7sSTCj37NkzR4/FTl4MZdqdnZ0RHh6OJ0+eyPZ78eIFAKBChQqoVasWtmzZgk8//ZSLdltbWzg4OBh9bKlQJ9FOEARBEPrkq2i/fPkyKleujI8//hglSpRAo0aNcO7cOQDaS+mhoaHw8/Pj29esWZO3j7t3757euhcvXsja0UlJSUlBXFyc7I8oeuRmPMbf3x+NGzfG0KFDAeRd95jcdNpLlSqFp0+fYsyYMQa3qVixIqKjo3Ms2hmGRLuTkxPWr18Pb29vpKWl8fXBwcEAwItNe/fujbp16yI2NhZBQUEoXbp0pkWy0llWSbQTBEEQhD75KtqDg4Nx6NAhtGjRAqGhofjqq6/QpUsXxMTEcPEt7Wbh4ODAlyckJMjcOnbbkGifO3cuHB0d+V+5cuXy6mkReUBeOO329vY4d+4cPD09ARSNeAygFeWZnbw4OTnl2uNZWlri2rVrmD17NjQajSzTzggMDOS3g4KC4OzsDBsbG9l4NBoNHjx4kGnnGOCtULeyssr1148gCIIg3gVyVbQ3bdoUgiAo/k2dOhU2NjaoUKEChg8fDgsLC/Tt2xelSpXCxYsXudMm7QMdFxfHl6vVaplbzm5LHTopkydPRmxsLP97+fJlbj5VIo9hEwXlpmhnsNaPTGjnRjxGum9uxmMKAnt7ewQFBWHq1Kl49OiRzGlnBAQE8NvBwcF6wpxte+vWLZNOmJloJ5edIAiCIJTJVUV05swZo+sPHz6sd5mc3Xd2doaHhwdu376N999/HwBw584dVK9eHQBQrVo13L59m+93584deHp6GhTtVlZWNB16EYbltA31Bc8JrHsM61IiddrnzJkDZ2fnLB8zL532/KZEiRL89uPHj3khqlS0s9lPAWXRzl7DoKAgk0Q7+xyTaCcIgiAIZfLVEmzevDlEUcTatWuRkZGB7du3IyQkBA0bNgQADBw4ELNmzUJ8fDwuXbqE3bt3o3///gCA/v37Y8eOHbh69SpiY2Mxe/ZsWbtI4t2iZcuWAAAPD49cPzbrHsNEu9Rpnzx5MkaNGpXlY76roj06Opo77WXLluXLMxPtUoHP4kjGIKedIAiCIIyTr6LdwsICu3fvxuLFi+Ho6Ii5c+di165d/Ad+xowZcHFxQalSpdCjRw8sXrwYvr6+ALSFp/Pnz0eXLl1QtmxZlC5dGlOnTs3P4RP5SMuWLRETE4OaNWvm+rF1RXtuF6IW9XiMq6srvx0XF8dFO+v0ZG9vj0ePHvFtwsLC9E6upKI9K/EYa2vrnAydIAiCIN5Z8r1Pu5+fHy5fvqy4zsbGBhs3bjS475AhQzBkyJA8GhlR2HB0dMyT41aqVAnA2wiObrY9O7xLTruLiwu/LRXtDRs2xJs3bzBt2jT8888/fJuEhARZATmQddHO4jGZdZkhCIIgiOJK0bYECSIbjBs3Djdv3uRxj8Lc8rEgkLZzlIp2QHt1wsfHB0+fPuX97hMSEvRqS6Tdbry8vDJ9THZ81jWIIAiCIAg5JNqJYoe5ubms5z/FY+R07twZX375Jby9vREeHg6NRiPLmjdu3BgA8O+//yI9PR2pqalGs+im5NQpy04QBEEQxina6oIgcgGKx8hRq9VYuHAhSpUqhZCQEAByUV2jRg24urrydpC66xkPHz7ks6Wa8pjA2zoDgiAIgiDk5HumnSAKG+S0K+Pg4IBXr14B0BfllSpVwrNnz/i8CkqtV318fEx+rOrVq0OtVmP8+PE5GDFBEARBvLuQaCeKPeS0K2Nvb6/otAPaWVqfPXuGiIgIAPKOM9nB1tZWNrEaQRAEQRBy3g1LkCByABWiKqNWq/H69WsAyqL9+vXr2LVrF4C3nXgIgiAIgsgbSLQTxR7p5ErZRdqq8F2Jx9ja2kKj0QBQjsfExMTghx9+AAC4u7vn+/gIgiAIojjxbqgLgsgFciK2paL9XXHapUWhuqK9RYsWsvvU/YUgCIIg8hYS7USxh7nJuSW2i4No9/b2RlRUVH4PiSAIgiCKLSTaiWIPm9Ant2It71I8hqHkpDs7O+fncAiCIAiiWEPdY4hiDxPt5LTLYaJdpVLJZjiVsnXrVpQsWTI/h0UQBEEQxRIS7USxh0S7MqVKlQIApKenG9ymV69e+TUcgiAIgijWvBvX8QkiB1A8RpkKFSoU9BAIgiAIgvh/3g11QRA5gApRlSlfvnxBD4EgCIIgiP+H4jFEkcLOzg7169fP1WOS066Mk5MT7Ozs0LZt24IeCkEQBEEUe0i0E0WKhISEXD8mZdqVEQQBISEhsLa2LuihEARBEESxh0Q7Uewh0W4Ye3v7gh4CQRAEQRCgTDtBUDyGIAiCIIhCDzntRLEnM6f93LlzUKvVJh/vXXLaCYIgCIIoHJBoJ4o9mTntjRs3ztLxLC0tczwmgiAIgiAIKXQdnyj25HbLRysrq1w5DkEQBEEQBINEO1Hsye1CVAsLi1w5DkEQBEEQBINEO1Hsye1CVEEQcuU4BEEQBEEQDBLtRLGHiWwqICUIgiAIorCS66J91KhR8Pb2hiAIOHHihGzdTz/9hGrVqsHe3h4+Pj7466+/ZOsPHDgAb29v2NnZoWvXroiOjubrwsPD0bFjR9jZ2cHX1xdHjx7N7aETxRRWOEqtGgmCIAiCKKzkukqpXbs2Vq5ciUqVKumtEwQBmzZtQkxMDLZv345vv/0WZ8+eBQC8fv0a/fr1w++//47w8HA4OTlh7NixfN/PP/8cHh4eCA8Px88//4zevXsjKioqt4dPFEOo2wtBEARBEIWdPHHamzdvrliM980336B27dowNzeHn58fWrVqhQsXLgAAdu7ciffeew8dOnSAra0tpk+fjm3btiEpKQkJCQnYtWsXfvjhB9ja2qJLly6oWbMmdu/ebXAcKSkpiIuLk/0RhBJMtKelpeXoON27d8+N4RAEQRAEQehRYHmAtLQ0XLhwAdWrVwcA3Lt3D35+fnx9xYoVYWFhgSdPniAgIABqtRply5bl62vWrIm7d+8aPP7cuXPh6OjI/8qVK5d3T4Yo0rAWjampqTk6zrZt25Cenp4bQyIIgiAIgpBRYKL966+/RoUKFfDhhx8CABISEuDg4CDbxsHBAQkJCUbXGWLy5MmIjY3lfy9fvsz9J0G8EzCnPSUlJUfHMTMzo2JWgiAIgiDyhCyJ9qZNm0IQBMW/qVOnmnycuXPn4tixY9i+fTvv3KFWq/UiLHFxcVCr1UbXGcLKygoODg6yP4JQwsPDAwBgbW1dwCMhCIIgCIJQRpWVjc+cOZPjB1yyZAlWrlyJ06dPw8XFhS+vVq0atm/fzu8/f/4caWlp8PLyQkZGBhISEhAcHIwyZcoAAO7cuYPBgwfneDwEMWLECLi6uqJZs2YFPRSCIAiCIAhFcj0ek5qaiuTkZIiiKLsNAOvWrcOcOXNw6NAhlC5dWrbfRx99hMuXL+PgwYNITEzEDz/8gF69esHGxgZqtRpdu3bFtGnTkJSUhH379uHWrVvo2rVrbg+fKIaYm5ujR48eNCkSQRAEQRCFllwX7W3btoWNjQ0ePXqEDz/8EDY2NggMDAQATJs2DeHh4ahVqxaPvcyZMwcA4O7ujk2bNuHzzz+Hq6srIiMj8fvvv/Pj/vHHH3j16hVKlCiB8ePHY8uWLTKnniAIgiAIgiDeVQSR2eDvOHFxcXB0dERsbCzl2wmCIAiCIIgCJyv6lKaAJAiCIAiCIIhCDol2giAIgiAIgijkkGgnCIIgCIIgiEJOnoj2pUuXom7durCwsMD06dP5clEU8d1336FUqVJwdnZG586d8erVK77+8uXL8PPzg62tLZo1a8YLWAEgKSkJAwcOhL29PTw9PbF58+a8GDpBEARBEARBFDryRLSXKlUK06dPR48ePWTL//nnH6xfvx4XL15EWFgYSpQoga+//hqAdjbK7t27Y+zYsYiKikLTpk0xcOBAvu+0adMQERGB4OBgbN26FaNHj8bDhw/zYvgEQRAEQRAEUajI0uRKptKtWzcAwP79+2XLnz9/Dn9/f3h6egIAevfujcmTJwMATpw4ASsrK4wYMQIA8N1332HBggV49uwZKlasiPXr12Pbtm1wcHBAo0aN0LVrV2zatAk//PCD4hhSUlJk09JHR0cDAIKCgqh7DEEQBEEQBFHgxMXFAQAyMjIy3TZPRLshevbsib///hvPnj2Dh4cHNm/ejLZt2wIA7t27Bz8/P76tra0tvLy8cPfuXTg5OSE0NFS2vmbNmjh//rzBx5o7d66ioK9evXouPiOCIAiCIAiCyBmPHz9G/fr1jW6Tr6Ldw8MDDRo0QKVKlWBubg4/Pz/88ccfAICEhAQ9B9zBwQEJCQlISEgAANjb2+utM8TkyZMxfvx4fj86OhoVKlTAy5cvyWknCIIgCIIgCpy4uDiUK1cO3t7emW6br6L9hx9+wL179/D69Wuo1WpMnjwZH3/8Mf755x+o1Wp+iYARFxfHZ04FgPj4eC642TpDWFlZwcrKSm+5g4MDiXaCIAiCIAii0GBubp7pNvna8vHmzZvo27cv3NzcYGNjgxEjRuDo0aMAgGrVquH27dt826SkJDx58gTVq1eHs7MzPDw8ZOvv3LlDUReCIAiCIAiiWJAnoj09PR3JycnIyMiQ3X7vvfewdetWREVFITU1FatXr0bNmjUBAM2bN0dSUhJWr16NlJQUzJ49G/Xq1UPFihUBAAMHDsSsWbMQHx+PS5cuYffu3ejfv39eDJ8gCIIgCIIgChV5ItpnzZoFGxsbrFy5ErNnz4aNjQ3Wr1+PSZMmoUKFCqhatSpKliyJW7duYdWqVQC0cZadO3di4cKFcHJywqlTp7BhwwZ+zBkzZsDFxQWlSpVCjx49sHjxYvj6+ubF8AmCIAiCIAiiUCGIoigW9CDyg7i4ODg6OiI2NtakTPvNmzdx6NAhvHz5EhqNJh9G+O4iCAKcnZ3h7++P5s2bw8LCoqCHRBAEQRAEUeBkRZ/mayFqUWHTpk2YP38+SpYsiSpVqkClopcpJ4iiiMePH2P//v1o1qwZ5s2bR8KdIAiCIAgiC5Aa1SEqKgoLFy5E//798dVXX8HMLF9rdd9pTp8+jXHjxuH48eO8Pz9BEARBEASROaRIdTh79ixEUcTw4cNJsOcy/v7+qFq1Kk6dOlXQQyEIgiAIgihSkCrVISoqCvb29nB0dCzoobyTlC1bFlFRUQU9DIIgCIIgiCIFiXYdRFGEIAgFPYx3FkEQUExqnwmCIAiCIHINEu0mUqFCBdja2kKtVqNEiRLo3bs3oqOjUalSJRw4cIBvt3r1agiCgGfPnvFlEydOxPDhw2XHW7NmDVQqFdRqNRwcHNCgQQOcPXuWrz9x4oTelLZ//PEHqlSpAhsbG1SoUAEzZsxARkYGX9+8eXNYW1tDrVbDyckJ7dq1Q2BgoEnP78SJEzAzM+Mz0LK/2NhYAFqxHRQUJNtnyJAhmDVrlkn7EwRBEARBENmHRHsWOHToEBISEvDixQukpqZi5syZaNq0Kc6cOcO3OXPmDHx8fPSWNW3aVO94zZs3R0JCAqKiotCmTRv07t3b4GPPnTsXc+bMwfLlyxEfH4/du3dj69at+Pzzz2XbrVy5EgkJCXj9+jW8vLwwbtw4k59fpUqVkJCQIPvLSkwop/sTBEEQBEEQypBozwZ2dnbo0qUL7t+/D39/f5lAP3fuHMaPH8+XJScn4+rVq/D39zd4PJVKhQEDBuDVq1d4/fq13vrY2FjMnDkTf/zxBz744AOoVCrUqlULGzZswIoVK/Do0SO9fSwtLdGjRw/cv38/F54xQRAEQRAEUZCQaM8GcXFx2LVrFxo2bIimTZvi8uXLSE1NxevXr2FmZoauXbvyqMulS5fg4uKiF3WRkpqainXr1sHZ2RnOzs5668+fP4+0tDR07NhRtrx27drw9PTE8ePH9fZJTk7G1q1b0bBhwxw+W4IgCIIgCKKgoT7tWaB9+/YwNzdHfHw8KleujBUrVsDd3R12dna4evUqQkJC0KRJE3h4eCA5ORlRUVEGozEAcPLkSTg5OSEhIQF2dnbYsWOH4qRDERERcHV1hbm5ud66kiVLIiIigt//9NNPMWbMGLx58wZubm44evSoyc/v2bNncHJy4vfLlCmDu3fv8vvVq1eXFekmJibif//7n8n7EwRBEARBENmDnPYscODAAcTExCAxMRHdunVDx44dIQgC3n//fZw5cwZnzpzB+++/DwBo0qQJzp49a1S0N2vWDDExMQgPD0eDBg1w+fJlxe1KlCiBiIgIWdEpIywsDK6urvz+n3/+iZiYGCQlJeG7775D27ZtkZSUZNLzq1ixImJiYvifruC+e/eubH3//v2ztD9BEARBEASRPUi0ZwMrKysMGjQIV69eRUREBM+1S0X7+++/j1OnTuH8+fNG8+wA4OzsjOXLl2Pu3LkICQnRW9+4cWNYWFjg33//lS2/ceMGAgMD0bx5c719VCoVhgwZgqCgIBLPBEEQBEEQRRwS7dkgLS0NmzZtgru7O0qUKIGmTZvi9OnTCAoKgo+PDwCtaF+3bh0yMjJQq1atTI9ZsWJFdOjQAQsWLNBb5+TkhClTpmD06NE4deoU0tPTcevWLQwcOBDDhg2Dr6+v3j4ajQbr16+HtbU1KlasmPMnTRAEQRAEQRQYJNqzQNu2baFWq+Hq6orjx49j165dEAQBdevWRUpKCurXr8+3rV69OlJTU9GoUSOeRVer1Th9+rTB43/99ddYtmwZYmJiAECWH586dSq+/fZbjBgxAmq1Gp07d0bPnj2xbNky2THYekdHRyxbtgzbt29HiRIlAACjRo3CqFGjZGPcuHEjv//06VO9PutZ6T6T0/0JgiAIgiAIZQSxmExPGRcXB0dHR8TGxsLBwcHgdmvWrMH69euzVMCZF+zbtw+zZs3ChQsXCnQcuc2UKVMQHR2NpUuXFvRQCIIgCIIgChRT9SlATnuhJCMjA//88w/q1q1b0EMhCIIgCIIgCgHU8lEHMzMzaDSaAh2Dk5MT6tWrJ4uuvCtoNBpZ7IcgCIIgCILIHBLtOri7uyM+Ph7h4eFwc3MrkDHEx8cXyOPmB0+fPkX16tULehgEQRAEQRBFCorH6NCkSROoVCr8/vvvJvc3JzJHo9Fgx44dePr0KVq0aFHQwyEIgiAIgihSkNOug4ODA2bMmIGpU6fi2LFjqFSpElQqeplygkajQUhICKKiotCjRw+Dk00RBEEQBEEQylD3GAMEBwfj6NGjCAoKUpyJlDAdQRDg4uKCpk2bombNmpRpzyf27NmDuXPn4ujRo7C1tS3o4RAEQRAEoUNW9CmJdoJ4R2nevDlOnjyJJ0+eoFKlSgU9HIIgCIIgdKCWjwTxjmPKuXZiYiIAIDU1Na+HQxAEQRBEHkOinSCKIAMGDICzs7PRbdLT0wGQaCcIgiCId4E8Ee1Lly5F3bp1YWFhgenTp/Pl//77L5o0aQJHR0eULl0a48ePR1paGl//5MkTvP/++7C1tUXdunVx8+ZNvk6j0eCrr76Ck5MTSpYsiQULFuTF0AmiSLB582bExMQY3YZEO0EQBEG8O+SJaC9VqhSmT5+OHj16yJbHxcVh+vTpCA0Nxc2bN3H58mX8/PPPfH2/fv3QunVrREVF4ZNPPsFHH33EhceyZctw4sQJPHr0CGfOnMEvv/yCo0eP5sXwCeKdgH12pCfGBEEQBEEUTfJEtHfr1g1dunSBk5OTbHm/fv3Qtm1b2NjYwM3NDYMGDcL58+cBAA8fPsS9e/cwZcoUWFtb47PPPoNGo8Hp06cBAOvXr8eECRPg7u6OypUr45NPPsG6desMjiElJQVxcXGyP4LISzZv3oyzZ8/m62Mac9FZ1yNy2gmCIAii6FOgmfZTp07x2THv3bsHHx8fWFlZ8fU1a9bE3bt3+Xo/Pz/FdUrMnTsXjo6O/K9cuXJ59CwIQlsY2r9/fwwaNChfHzc6OtrgOo1GA4BEO0EQBEG8CxSYaN+xYweOHj2K8ePHAwASEhL0Wt04ODggISFBcb10nRKTJ09GbGws/3v58mUePAuC0MJc7WfPnuXr4xoT7WZm2o83iXaCIAiCKPoUiGg/fvw4PvvsM+zduxfu7u4AALVarRdhiYuLg1qtVlwvXaeElZUVHBwcZH8EkVfk9gRcd+/ehZubG2JjY41uFxUVZXAdm8SKMu0EQRAEUfTJd9F+8eJF9O7dG1u3bsV7773Hl1erVg0BAQFISUnhy+7cucPjM9WqVcPt27cV1xFEQcOiKLnF6tWrERERIXvPS2EuujFRT047QRAEQbw75IloT09PR3JyMjIyMmS3b9++jc6dO2PVqlVo3ry5bB9fX19UrVoV8+bNQ0pKCpYvXw5BEODv7w8AGDhwIH755ReEh4fj8ePHWLFiBQYPHpwXwyeILJPbTjtzyQ1NomRpaQng7QRKxo5Bop0gCIIgij55ItpnzZoFGxsbrFy5ErNnz4aNjQ3Wr1+P+fPnIzIyEv3794darYZarUb79u35fps2bcKhQ4fg5OSEpUuX4p9//oFKpQIAfPbZZ2jWrBkqV66MJk2aYPz48WjVqlVeDJ8gDHLnzh0cPHhQbzkT7Uwo5zWsYPvNmzcGtyHRThAEQRDvDqq8OOj06dNlkyoxhgwZgr/++svgft7e3gZb5pmZmWHhwoVYuHBhLo2SILJOzZo1Aeg74Hkl2g057exxjDnt1D2GIAiCIN4dCrTlI0G8K+S2aGfHYRMkGXo8Y6KdFaBSISpBEARBFH1ItBNELsBc7dx22pOTkxWXMyFuTLQzwU9OO0EQBEEUfUi0E0QukFeFqNJuSlKYIDeWaSfRThAEQRDvDiTaCSIXyKtMu5LTLooiF+SmxGNItBMEQRBE0YdEO1HsmDBhAh4+fJirx8wr0a6UR5f2hDclHkOZdoIgCIIo+pBoJ4oVSUlJ+PXXXzFy5MhcPW5uZ9rZxEhKgltanGosHkNOO0EQBEG8O5BoJ4oVkZGRAAAnJ6dcPW5uZ9oZSt1jpMtMcdoN5eIJgiAIgig6kGgnihVRUVEA8k60M4c8pzDn3pjTLgiCSYWohtpGRkZGIiEhIadDJQiCIAgiHyDRThQrmMi1sbHJ1ePmdqadHc+YaLe3t0dSUpLBY7B9DYl2V1dX1K1bN6dDJQiCIAgiHyDRThQrmINtaKbRnB43P0Q7W2ZMtGs0Gv4cDYl2AAgICMjpUAmCIAiCyAdItBPFCiZkc1u053am3ZR4jIODg0HRLhXq1D2GIAiCIIo+JNqJYkVeOe2FLR4j3U/JaaeOMgRBEARRtCDRThQr8tppzy3RborTbky0S4W6kmg3VsAaGRmJ169fZ2m8BEEQBEHkLSTaiWJFbjnt0gmOgKyL9g0bNuD+/fsG12fXaQ8NDUVMTEyWRLvua+Hq6govLy8TngVBEARBEPkFiXaiWJFbTrtuhl1XxGfGoEGDUK1atUyPb6xPu729vV6f9nLlyqFdu3Zc7AuCoHgM6X5Krju1giQIgiCIwgWJdqJYkVtOu64QLoh4jIODA9LT0/Vc9YsXL/JlNjY2iseQCvXk5ORcGTNBEARBEHkHiXaiWJFbTntO4zGZYUo8xsHBAQAUc+1sP2tr60zjMVLRTp1mCIIgCKJwQqKdKFboOu1v3rzBkCFDEBkZmaXj6MZj8tNpl/ZpB96KdumJhNRpzywek5KSwm/Hx8fndOgEQRAEQeQBJNqJYoWu0759+3asXbsWf//9d5aOo+u05+fkStJMO/BWtEsd88xEu9Rpl4p2aZY9tzvsEARBEASRfUi0E8UKXac9MDAQAODp6Zml4xhy2k3BFDGcFdHOXHNpTCYr8ZiUlBQkJSXh008/RXBwsN4xCIIgCIIoeFQFPQCCyE90nXYmji0sLLJ0nJxk2k0Rw6YWogKZi3alY+jGY65du4bly5fjwYMHsuWWlpaZjpUgCIIgiLyHnHaiWJFb3WNykmk3RbSb4rQ7OjoCeOuaS2MuTMCbEo9JTk7mj/f8+XO+XHo8giAIgiAKFhLtRLFC12nPbgY9J5n2/BDtbJmphahxcXEAICvIJdFOEARBEIWHAhPtP/30E8qVKwd7e3vUqVOHd62YN28e3Nzc4OLigokTJ8oc0cuXL8PPzw+2trZo1qwZzyMThKnoOu3ZbQGZk0x7VuIxxiZXcnJyAqAs2llBqSHRnpycDGtra74fE+2GClQJgiAIgihYCkS0L1myBAcPHsTZs2cRFxeHtWvXwtLSEvv378eSJUtw4cIF3Lt3DwcOHMDq1asBaAVE9+7dMXbsWERFRaFp06YYOHBgQQyfKMIYEulZFe2GMu1mZpl/pLLrtD98+BDVq1fH06dPARh32pmTbqgQNTk5me+fkpKi2OqRRDtBEARBFB7yXbRnZGRg9uzZWLFiBTw9PSEIAvz8/GBlZYX169fj008/hZeXFzw8PPD1119j3bp1AIATJ07AysoKI0aMgLW1Nb777jtcvXoVz549U3wc5h5K/wiCie0tW7bg4sWLPM6iK8IzIyeZ9lWrVpk8TqloZyez//zzDwDA1tYWKpXKaDzGUCFqUlISF+3Jyckyh51Bop0gCIIgCg/5LtqDgoKQmJiI7du3o2TJkvD19cWKFSsAAPfu3YOfnx/ftmbNmrh7967iOltbW3h5efH1usydOxeOjo78r1y5cnn4rIiigtRRb9SokeJyU8hJpv1///tfptsoOe3s2KmpqQAAlUoFKysrvk1W4zFSp51EO0EQBEEUbvK95WNwcDBiY2Px6NEjPH/+HAEBAWjVqhWqVKmChIQE3sYO0La0Y+JDd53uel0mT56M8ePH8/txcXEk3AmDjnpuOe26nD17FiVKlECVKlUAmN77nB1PGlthkRf2r0qlgoWFBRfxWSlETU5Ohq2tLSwsLJCSkqL4OSLRThAEQRCFh3wX7TY2NgC0bqONjQ38/PzQt29f7N+/H2q1WhZjiYuLg1qtBgC9dbrrdbGysoKVlVUePQuiqGLIUc+qaDe1T3vTpk1lj2tMtO/cuRNpaWno3bs3P35YWBhfz4R4TEwMBEGAmZkZLC0tjYp2Q5n2pKQk2NjYwMrKipx2giAIgigC5Hs8xsfHB5aWljJxw25Xq1YNt2/f5svv3LmD6tWrK65LSkrCkydP+HqCMAVD4pyJ6uTkZDg7O+Ps2bNGj5Pd7jFKAprRvXt39OnTR3a8qKgoLp6Zwx4dHQ2VSnu+bWlpqRiPYdtm1j3GysqKMu0EQRAEUQTId9FuZ2eHnj17Yvbs2UhJScH9+/exZcsWdOjQAQMHDsSff/6Jp0+fIiwsDPPnz8fgwYMBAM2bN0dSUhJWr16NlJQUzJ49G/Xq1UPFihXz+ykQRZjMnPZXr14hJiYGixcvNnocQ057Ztl4U8W9RqOBh4cHAOD169cA5DOfMtEujcewf4HMC1GZaLe2ttaLx7DZYUm0EwRBEEThocBaPkZERMDV1RUdOnTAzJkz4e/vj44dO+Kzzz5DgwYNUKVKFXz44YcYNmwYAG3cZefOnVi4cCGcnJxw6tQpbNiwoSCGTxRhMsu0M4HLhKsUqSDXFd9s/8xiNsacdikZGRkoU6YMACAkJASAXERLnXaleExmhajG4jHS/u0EQRAEQRQO8j3TDmgnhdmxY4fiusmTJ2Py5MmK6+rXr49bt27l5dCIdxxDTjhbLu3MYmxfQ/GY3BTtzs7OAN4K8OTkZL4+s3gME+FWVlaZxmOYaLe1tUViYiI/Nol2giAIgig8FNiMqARREGTmtEs7s+giFeqG4jGZiXZT4jGiKEKj0XDHm4lyJdGu2z2GLY+Pj4e1tTVUKhU/nhTdTHtCQgLc3d35enNzcxLtBEEQBFGIINFOFCsyc9qNiXap8M1tp106ruTkZGRkZPDuR0qincV3dOMx9vb2ALSdlaysrPjz0H3c5ORk2NjY8Ex7XFwcz9ALgsDFPEEQBEEQhQMS7USxorA57UoznyYmJkKj0XDRzgS3KfEYJtpjY2O50657fECbaZfGY169egUvLy8AgJmZGV9OEARBEEThgEQ7UazIrHsMy4JnJtp1xTcTuFl12tlxpJ1fEhMTkZGRka14DBPqCQkJMtGu5LQz0f7kyRMkJibC19cXwFunnUQ7QRAEQRQeSLQTxYrM+rRn1WmPjo5Genq6yaKdHYPNL8DuS53wN2/eKMZjTOkeY2lpCZVKxTPtLEZjKB5jZWWFixcvws7ODt27dwdgumhfs2YNPv74Y6PbEARBEASRO5BoJ4oVUqddrVbzib0CAwNx4cIF7rQrOfJKmXYXFxd88803WXbaP/zwQ9l9qdOempqarXhMcnIybG1tuftuKNMuiqKsTzsAVKhQgWfazc3NTRLtQ4cOxbp16yj7ThAEQRD5AIl2olghFdWlS5fmt6dNm4bGjRtzp11pQiJdp50J/GPHjimKdiUBz8QzE+RKTntKSkqmhahK8ZjExETY2NjwdYbiMWys1tbWcHBwAKA9gWF5+L59+2YpHvPy5UuTtiNyn4SEBNkJH0EQBPHuQqKdKFaIogiVSoWvv/4agiDoOepMtCu1ZtTNtIeFhQEAnJ2dFUW7biTl+vXrOHjwIADouei6TntGRgYsLCxgZmZmVLRL4zGJiYncaQdgsBCVHcfGxgYuLi4AAHt7e1haWuLx48f45ZdfsiTao6OjTdqO0CcmJgbdunVDUFBQtva3t7eHlZVVpjPxEgRBEEWfAplciSAKCo1GAzMzM5iZmUGj0eiJHSaAlVoz6jrt8fHxALTCWUm067r1devW5belTvuyZcvw+PFj2RjYOFUqlcnxmMTERKjVar5OrVYrZtqTkpIAaEV9iRIl+LYAeAeZzES7dCwxMTEGtyOM07lzZ5w5cwbe3t745ZdfsrSv9P9g0qRJ+Omnn3J7eARBEEQhgkQ7UawQRRGCIMDc3BwZGRkGWzea4rRL2zyaItqlSJ32zz77TLaOOe3m5uawsLAwWoiqG49xd3fnQt3Ozk4xHsPEnpJol47PmGhnVxkAEu05gZ2ssdqCrPDHH3/w2z///DPatGmDNm3a5NrYCIIgiMIFxWPeYURRxIkTJzItjixOMAfb3Nxc0WlnOfXMRLtGo+FCOCMjgwtc6fGkol33cXQz7VKY064r2pOTk+Ho6AhAeXIl3Uy71HVXEu3SeIydnZ3e+IyJdqlQDw4ONrhdYeP69eto3bq1wUmu8pM7d+4gNDQUAPDixYss73/o0CE0btwYM2fOBAC0bds2V8dHEARBFC5ItL8DxMTE4NixY9i0aRP69OnDBVWLFi3QokUL/PHHH0hISACgFZIPHz4swNEWLMxpNzMzU3TaY2NjAWTNac/IyJBFFZhAl4p23ePpZtqlMKddKR7DCkeV4jFxcXFwcHDI1GmXxmNsbGwAZN1pZ9EgOzs73Lt3z+B2hY2xY8fi6NGjhaJ4dteuXbC1tUXXrl0RGBiY6faXL1/GsWPH+P07d+6gRYsWMrF+9+5dxX1FUcSAAQOwZcuWnA+cIAiCKBBItBdxoqOj4ezsjFatWmHAgAHYunUrnJ2dIQgCTp48CQD44osvYG9vj48++ghly5ZFlSpVkJqaihs3bmDgwIEQBAHbt28v4GeSP2TmtMfFxQFQFu26nWGUnHbpdlLRrtvhwxTRLnXaRVFEYmIinJycACjHY2JjY+Ho6KjotCsVolpbW6Nhw4Zo164dxo8frzc+U0S7l5cXIiMjDW5X2GCv97Vr1wp4JEBAQAD8/PxQtWpVg6J9/fr1EAQBe/bsQYMGDdCqVSsAwL179xAcHIwaNWqgQYMGWLx4MQDg8OHDiscZO3YsNm3ahL59+/L3OEEQBcvYsWPRpUsXaDQaPHjwgF95IwhDkGgvomg0Gmzbto3HGwyxceNGfnvXrl14/fo1AK0oq1OnDl/fq1cvoxnsd4XsOu0JCQlGnfbMRLvua5vVeMybN28giiLc3NwAaHupA/J4TFxcHBwdHWVOu1Ihqm485sCBA7L2l4BW0Jsi2j09PfHq1SvF51EYcXZ2BgBcuHChgEeizbNXrlwZZcuWRWBgIB48eCBbn5iYiMGDBwMAunbtypdHRETwotPOnTsDAD7//HNUr14djx49Unys06dP89v//fdfrj4PgiCyzuLFi7Fo0SLs3bsXM2fORNWqVVGqVCma94IwCon2IkRMTAzCw8PRokULmJubo3fv3gCARo0a4erVq3y7tWvX4uTJk+jYsSN69uyJoKAgBAQEZHp8S0vLPBt7YSEzp11JtEdERMDe3h5r166VHUfXaWfFhLnltEvjMUwku7u7y8bHRHtaWhqPzzB33ZR4jCFMybSbmZmhbNmyuHjxIr744guD2xYmIiIiAMgLaQ3B3gu5zapVq7Bt2zbcvn0bVatWRbdu3QBA9v4CgNWrVyvuf+HCBdy5cweAPNZUu3ZtgycjGRkZXNj/+++/ufAsCIIwhdDQUJw+fRqbNm0CAEyePBmCIMi+M6dPn85vN2rUiNdWMXbv3g1BEEyK0RHvNiTaCzEajQbHjx8HAOzYsQPOzs5wd3fHiRMn+DYLFy7E+fPnUbduXaxZswYPHjzA4MGD8cEHH2Dfvn2wtLREmTJl4O3tjYcPH8LT01P2GPHx8Th37hy/Hx4ejkWLFuH+/fu4desWLl26lK0iucKKqU67VOSy58/iRoDcaRdFESkpKTwfnhtOu248hon2UqVKAQDMzLQfXbZeGnlRavkoPWmQbmuIzER7REQESpQowV+nDRs2GNy2MMGuNLF/DbFnzx44OTnhyJEjufr4sbGxGDFiBHr37o34+Hi0adMGZcqUAQDMmzdPti1z0+/fv4/9+/fj5cuX8PDwwPnz5/Hy5UvZDz0ANGzYENevX8eTJ09ky8PDw3H//n1Ur14dXbp0wd69e6mvO0HkEcwMysjIwIIFC1CqVCl88MEHGDBgAARBkH3Oly9frrf/zZs3oVar0b59e7Rs2RKRkZFc4Hfo0EFP0BMFz7Nnz/LtsUi0F1LS0tLQvXt3tGzZEoIgoGfPnrL1586dQ1hYGL788ku+7OOPP4avr6/BY/r4+CAwMBCiKEKj0SAwMBBqtRqNGzfGqlWrAGid3LFjx6JatWqoVasWGjZsiPLly+PGjRt58jzzG6nTnpGRoSdeoqKiAMjFNBPyTJSz9UywGhLtUuFvyGlXms2SzYiqUqm4KGdjYAKPiXap0w5oRbytrS0ArdPObrNJowB5PMYQpoh2V1dX9O3bF4D25K+wx6tEUeRi3ZjTfvnyZR5HkRZ+5gbMbWOw3v09e/aEt7c3AO2VkBcvXuDly5eoV68eqlSpgvbt26Ns2bJo3LgxDhw4gNevX8PHx0d2LHbl7cyZM7Lle/bsQUZGBtq3b4/atWsjKiqqUMSDCOJdQhRFtGrVCubm5qhduzZUKpVerRCjdevWCAoKwieffMJFviiKiI+P55HXgwcP4vjx43B1deWF8/fu3YNarcbu3bsxZcoU1KpV6535bS4KBAQE4MyZMzLdsGXLFlSqVAk7d+7MlzGQaC+kWFpaYvfu3bJl/fv3x6lTpxAWFobGjRvzqER2EARB5rqz7Kwh6tSpA39/f5w9ezbbj1kYkDrtGo1Gz2lnnXekop253NIPqkajkW2TXaddVxhbW1sjNTUV6enpUKlUUKlUSExM5P23K1SoAEA/0y4V7azDjFqtVhTt7LaxOJSSaN+1axe/KsNEe6tWrbiwNdS5pLAQERGBpKQkVK9e3ajT3qBBA377+vXrRo+ZkJCAmzdv8pluM4PFWgCgatWq/OSrbdu2ePbsGV68eIEZM2agfPnyAICpU6fK9m/UqBEfk65od3d3x/vvv4+//vpLtvzw4cPw8/ND+fLleZymSZMmRse5Zs0adOzYUfFyfHh4OHWhIYj/5/r163jz5g2+/PJL/l1469Ytvn7Lli14+fIljhw5gj/++AODBw/G5s2buQEjCALfVq1WIzIyEr/99hvGjRvHv78B+fdrt27dMHfuXNy6dQt16tTJ66dYbHn+/DnevHnDG3b4+PjA398fLVu2xJ07d9CxY0duXHXv3h2CIOS5eUWivZAxceJE2Ye4fv36mDBhAkRRxMaNG+Hv758jsW4Ilp1ev349goKCEBcXxx15xpkzZ9C0adN8O6PMLm/evDF4CVHXaTfUw163Jzs7rnR9Zk67KZl23aIje3t7JCcnQ6PRcKf9+fPn3GlnbmzVqlUBvI3HsONbWlpyR5CsuAAATk1JREFUMe7m5sa/9KVjf/PmDWxtbblgVEJXtIuiiI8++gjvv/8+bt26hfXr18PV1RUAULZsWQAFP8nS0KFD8f333xtcz370PvjgA55t1yU6OhqA9jL0N998g6tXrxqd56BNmzaoXbs22rdvL4uZGeL06dMYMWIEYmJiZHUo/fr1g729PRYtWiRzyuvVqyfbv0uXLvx25cqVZesEQUCPHj1w6dIl/v5NSkrCmTNn4O/vD0EQUKtWLb69oSspN2/exNChQ7F//35UqFABgiDw46WlpaFu3bro27evwddQypMnTyAIAoYOHZrptkT2CQ4Ops4j+cSNGzf49+2UKVNQt25dqNVqLFq0CKNGjULr1q3h4OCA2bNnIzU1Fb1790bZsmXRqlUrfPbZZ1i7di3/7jTE2LFjMX/+fMTFxWHv3r3YsGEDqlWrhtDQUD4vg5StW7fy248fP1a8gkuYjkajwejRo1GxYkWo1WpZQ49q1arhxIkTqFmzJvbv36+3r6OjI5YsWZJnYyPRXsCkpKRg3bp1aNOmDQRBwM8//8zXvXz5EpcuXZIty0vMzc0xcOBAlClTBvb29gC0QkB38pzu3btjzZo1+TKm7FCmTBneZUUX6YyoSoWoDCXRfvnyZdkyaaY9IyODC3FTRDvLk+uKdltbW14oykQ7c/oBwM/PD/v378esWbMAaEW6RqPhx7GwsOCZdkdHR5ibm8PKykrmtL9580ZvMiVddEU7E7zm5ubo2LGjbOzsvSIdZ06IiorCvHnzsnS8tLQ0rFmzhr8uSjx+/JgLV+nVCSmsXmTp0qV4//33ER4ejtu3byseLz09XRYzef/99zMd54sXL1C5cmU4OjrK4klqtRoff/wxfvnlF5w7dw41atTAgAED+AkRo0qVKkhLS8Pt27f5FRUptWvXRlJSEn+vli5dGsHBwTxGV6ZMGe4CSjvKSGFtI6XmAfv/b9q0KYKCggAA7du3N9ithjFo0CAAWue+adOmufYeKa6kp6fDw8MDgiBAEASsWrUKycnJKFu2LEqVKoWUlBT8999/+PXXX0m45SIajQaPHj3CqVOnUKdOHVhZWUEQBMydO5dv891332Hp0qU4fPgwYmNjMWXKFF5TlF3Mzc3RqVMnDBgwAABQsmRJTJ06FRqNBomJiTxe16dPH2g0Gjx79gyVK1eGlZUVbt68iefPn2PHjh05GkNx4MmTJ7zhw5kzZ2BhYYGlS5fKtvntt9+watUq3L17F5MmTeLLx48fj4cPH0IURVhZWSEpKQljxozBnDlz8mSsJNoLmIEDB+Ljjz/mBW+urq5ITk6GKIp6P9gFRenSpXnm7scffwSgdTU3b95sciwgL+nTpw9++OEHfj82NpYLX11EUYSZmZnBQlSGbntHpfVSp50544CyaNcdD3PDdUW7paUlF9jm5uZQqVS8r/a1a9cgCALat28vm1wJeOukW1paYurUqWjZsiW8vLwAaE8EdOMxWRXtLANeqlQpHstgX1zZFe0vX75UfP1XrFiByZMn448//jD5WDdv3sx0m8ePH8PT05O7XGzCMSnPnj2DnZ0dPD09Ub16dQBv6xx0kebdWf903baNUhISEhAbG8svi+vSrFkzANr3z4kTJ7BhwwaZcGaoVCrUqFFD8Rj169eHra0tNm7ciPT0dMTExMDPz0/myrN9DV2VOHDgAJo1awaNRoO///4bgPZk4OLFi7h06RLf7sqVK0ZraM6dO4fz58/zqwNnz56Fg4MDiclM0Gg0WLNmjWI//b59+8rqMUaMGCE7+bO2tka7du0wYcIE1KtXD0FBQdi5c2emJ1eEYa5fvw5zc3P4+vryz6iUBg0aQKPRGDUMchtBEGBjYyP7PO7duxeffvopv1+7dm1UrFgRPXv2hKOjI7V6VUAURcybNw/e3t48Wurv789/lwYPHowTJ07gxo0bGDt2LIYNGwZA2zSA/e7/+uuv/Dfx3r17mD9/PmrVqoXvvvtOdlKXW5Boz2eio6Nx9epVVK1aFRMnTpRNajRhwgSEhIRwx7YwMnHiRF5M179/f7Rv376AR6S9NKjbScMQGo0m20677nF0hb0x0S4VzQC4A6MbUWBn6sBbp539eCsVjrLjMNFuYWGBKlWq4OjRo/x9ZGdnpxePyapoZ/unp6fD3NwcPXr04D9gLGrDRPvly5czFWbx8fHw9PTkHVKksG49R48eNXoMKSwrbiyn/+TJE3h7e/Nct5Joj4mJ4b3cWUGYIdEeEhLC/927dy/s7Oywc+dO3Lt3D99//71ey0h2xcrQybi/vz+/XaJECYPPwxhqtRqDBw/G1q1b8fjxYwDQc3zYicCFCxfg7++PBQsW8JPHxMREHDt2DP379wegPSHu3bs3RFFEo0aNAADHjx+XTeLUvHlzvXHExMTwKw/bt2/H8OHD+ftx0aJF2XpuRY3ly5dj9OjRWLFiBURRxObNmzOtkQC0BYhDhw6Fo6Mjv8qamJiI2NhY7pqaUiB9584dlCtXDt27d4evr2+h6BgUGRmJUqVKQRAEzJ49G69fv0Z6enq+jy0lJcWkx4yNjeVuNoN9nho2bIjPP/8cO3bsUDy5zg/Mzc3x7NkzCIKAbt264fDhw6hSpQo6deok2y4uLg7t2rUrkDEWFPv27dMr/Gekp6dj5cqVMDMzw+TJkxW3adOmDdauXYtmzZrJYoVSdP/fK1WqhHHjxvGTqSlTpqB8+fLYs2dPrr3HSbTnI6IowsXFBe+99x4ePHjAv5BtbGwwffp0zJgxgwu/wox02nQAGDlyZAGNJOtk1vKRIe38orSNktPOBLSSaNfN2LNCUmNOu65olxYlSbcH3gpQpcuxuk47y7Qbw8rKSvYc2fhFUZQJW0D7xaVWqxEfH4+UlBQ0aNAAw4cP5+uvXLnCr9AwXr16BUB5Bk8mhpnoNAUm9A3FXkRRxPbt2+Hp6WmyaHdycoIgCAZFe1RUFNRqNTw8PGBjY8OLcgcOHIhZs2bByclJ9hhMtBty2l1dXXH//v0cd4OYPHkyXr9+zeseqlSporcNu0py5swZjB8/nv+4sTFKnXlphrZJkyZo3rw5WrdujW+//RaAthWq7pWkcePGAQBq1aoFCwsLrFy5khf/btu2TXHccXFxJvXPL0hmzpwJQRBkDqcuCQkJEAQBn376KZYuXYqRI0diwoQJ6N+/P+rWrWswbsVg8TNAa5JcuXIFdnZ2fDbkb7/9Fi1atJDlaQMCAnDjxg3s3bsXN27c4N9xUk6dOpWNZ2w6AQEBspm4lejevTvP3k+dOhUlS5aEhYUFzMzMYGlpia+++ipLn/vs8O+//8La2lp2MpuYmKhYB7Vs2TIAwLp16/D69Ws8ffoUkydPhiiKuHDhAhYvXlzgV8QrVKjAO0cB2s/jnj178OGHHwLQdpVjTJgwARkZGXj9+jX27NmDwMBAxblC3gW6dOmCAQMG4KuvvpItP3fuHCwsLPDJJ5/wZVKDZdSoUdiyZQvWrVuX7ce2tLTE/fv3AWh/m7p27Yq+ffvmSpFqkRPt4eHh6NixI+zs7ODr65slN66g0e2RzkhISMC0adOMtuArTJQoUQKJiYncNVqxYgWePn1awKPSR6lQTlqIyiI/SmQWj5E67awLjTGnXVcgsm0zE+0qlYrvq/T+YKLdWEcYW1vbbDntwFsRx/YXBAFxcXF6eWoHBwfEx8fzE4x//vmHr6tfvz4XeAwmzJVef7aOFYWagnQuAaX99uzZA0DbcYWJdqU4T2RkJBftZmZmcHZ2RmRkpOJjhoWFyRzxihUr4siRIzI3lXV/CQ8Px8WLFwEYFu2AVmAbcnVMxdPTk0ejmjRpwm9L0f0hY8WvTDCx7jWA9jVjxe/SLOfcuXMxY8YM2faiKCIwMBBr1qxB3bp1ceXKFb69g4MDhg8fbvAkyNvbGx4eHoqxkMLA1atX8b///Q8AMHr0aIPbSV1OJpznz5/Pl/n5+em15WQoCaj69evL7jOx2b59e9y5cweiKMLb2xu1atVCp06dUKtWLf79lJiYiOfPn8Pd3R3Hjh1DcnJypnMUZBf2mjRv3py3KJQybdo0fuKgOycBoP2+/O2331C5cmWTTt6yMwuzKIr8/2fq1KlYu3YtQkNDYWdnB7VazWsFfvrpJyQkJODbb79F8+bNMWjQILi5uaFixYpZfsz84LPPPgMAXLx4Ee7u7hAEgc/tsGbNGh6b+fXXX6FSqVCyZEl07doVFSpUKNRX9rNLSEgI/2357bff+IlkYmKiXu3R3r174eDggI0bN+L+/ftYunQpevfuDQ8PjxyNoUqVKoiNjcXvv/+OypUrY+vWrbC2tsbJkydz5LoXOdH++eefw8PDA+Hh4fj555/Ru3dvgz8ChYk7d+7wAq5SpUpBFEVUrFgR8+fPN9rFo7BiY2OD2rVrY/bs2QAALy8vPHz4sIBHJYd1WpEiddoB/VaMjMziMVIXmk20ZEy063ZWMdVpl4pwJXdcKR6ji52dXZYLUdnjNm7cWHb8lJQUxMbGwtHRUba9vb29TLSzx5O+jlJBwoS5dEZP6Tp3d3fExMSY/MP84sULXnys9H3AstlfffUVz+ArOe0vX75EuXLl+H0XFxeD3y+3bt2SZculjhsTHaxtq7u7O6ZMmQJnZ+d8OTm/dOkS4uLiDLZo9fDwQGhoKPbt24fBgwfjr7/+wqtXr3DhwgW4urrqiZPbt2/jp59+0rvszi4th4eH4+zZszAzM+NtSZcvX6535bBZs2YICAjQi4sFBgYiPDwcABQ7MhQ0T548wXvvvcfvX716lUcbQ0NDudhLT0/nAmHw4MGy96+0E5A0CiWFFQcfPHhQb+ba6dOn4+jRo7JL8qzuwhA2NjYoX7486tWrhxkzZqBOnTooWbIk6tWrB0EQMGzYMHz33Xe5coVDWs8h7WYSGBiI3bt38xM8VsjHvgMAyLLYgPLVISlr1qyBSqWSnRSagu7JxJAhQ/iEdVImTZrEvydYvUphplmzZhBFUdauls1YDcBofJRFRo3Ny1HUWLZsGdRqNY+TNW/eHMnJybLi0n///Rfff/89OnToAEAb983sfZdVHBwc8MUXX+Dhw4dYvnw5NBoNmjdvDm9vbxw+fDhb4r1IqcWEhATs2rULP/zwA2xtbdGlSxfUrFlTr585oBUXcXFxsj92jIKAfZgsLS25K/j06VN+GbmoMmbMGH67SpUqerMxFiRK09BLnXZA2dkCTMu0s33T0tIyjccwQcJgYkb3i1IpHsMw5rSz97Uhpz2rhah+fn4AwF1mJtqTkpIUnXZ7e3vZ54whvdohPXEx5rRHRUXxeIapbSTDw8N5HETJaU9LS4O/vz+sra2NxmOCg4Nl4tuYaA8LC5Nt2717dwBaJ93d3R2jR4+GWq3mDjuAPGnXqoSLiwsXHYYoWbIkOnbsiCFDhgDQ5qTPnj2LJk2a6GU13d3d8c033+gZDCqVCqtXrwYgj8l5e3vrtasEwE+ImIHB2L9/P1QqFVxdXfkJVmFBFEV069aN32ezH/bq1QtJSUkys4J9XpcvX461a9cCANavX49Fixbh8uXLsve7NAby7bffQhAEtGzZEoA2T9uhQweZmJ42bRpfn1VYX34mrK9duwYA+OuvvzBnzhze5Sc7iKKIRYsWISgoCN7e3nBycsKECRMwY8YMTJgwARUqVOCv36VLl1CtWjUA2hNHdpVy2bJlSElJwfr16wFoP/eGTjhTUlJ4C9FevXplaazseZ88eRKdO3eWrZOerDMmTZqkd5WwKOLh4SErRq5ZsyYmTZokmweisLdyVoJ1BBMEAatXr4YgCLh16xb27t2Lbt26oXv37nzeChsbG0yYMAGAtu6qQ4cOmDFjRr6YpoIg4JNPPsHDhw/x5Zdf4sWLF2jbti3q1KmD77//PkuvfZES7QEBAVCr1bIfypo1aypO6jJ37lw4OjryP/aBrFSpEsaMGZPvrcd8fHx4S66ikFs3FQcHB5l74e3tjePHj+dpn9KcoOu0myLaDXWPYcvT09Oh0Wj4iYCuaFer1Xqi3RSn3dzcnIsAKysrxS8X3e4xSk67Wq2WncCYkmn38fHB119/zV1Tdvzk5GQkJiYadNqln6uUlBTZ5DzR0dE8ksREu+7nUBRFvHnzhn9enz59ir179xodK6D9kWexE6Vsanx8PBfMpmbaAW3bTKWTP7YtyxkD2u+Wv/76C7t27QIA+Pr6IiAgAF9//TXfRrp9YaFFixYoU6YMBg0ahKNHj6Jhw4ZZ2r9169YAtJ0TSpcujcDAQAQEBChuy/5fdR3Pw4cPo3HjxujatSuOHz+ejWehPUlfsGBBrhc1Xrt2jRc6P3jwABUqVMAvv/wCQHtC/Pvvv+vtw/LEgLZD2JgxY/iJEHP/Dhw4AEB79Uda81GvXj3+WXd3d0d8fLze90RW+eKLL4yuP3z4sNGcfmb7jh07FoD2xI8J6mnTpuHXX3+VbVu7dm3ZfSa4AO132cCBA5GWlgY/Pz8MHDhQ0TCRZv6fP3+u992qy7Vr1/iJ5fLly1G5cmX4+/vzTDcAbNiwAS9evMDZs2dx4MABbNu2DYcPH8a8efPemd/rypUrIz09HWlpabh16xbmzZuHmTNnYsOGDQC0c0X06dOnUBQsK5GRkYGdO3dCEARcvHgR48ePl9XesDqqWrVq4fr167xJxpAhQ2QGxunTp2VXzfITHx8fLFy4ENHR0diyZQt8fX2xdOlSbpyYQpES7QkJCYpZWqUf38mTJyM2Npb/sR+JiRMn4q+//kLdunUVZ/vLC9auXYubN29ixIgR+fJ4+U3ZsmVlZ/EtW7bEmDFj8vTDHx8fn60cfW447azzjNRpl8Zj2PNmnVacnJyy7bQzUW4oUmFKPMbb2xuHDh1CQkICrl+/jvPnzxudMIghFay6Qlj3c6hWq5GQkCBz2kNDQ2VFd9HR0ejfvz86duzIC1F1nXk2sRQTdx999BG6dOmi58zqIm2laEi0sy9uGxsbWbcbhiiKetGfzES7VOAD2h8I9oPg4+ODlJQUnD17Fl5eXvjzzz8LnYvMkMZe2BUDU5E6lKtWrTJYuwO8zfPrivbbt2+jfv36aNmyJeLi4ribnRW+/fZbjB8/PlfbG8bExPD/z3LlyvEWl9Lp6f/55x/Z7MP79u0z+hp0794d5cqV4xPo/PbbbwC0s1z269dPrzOMWq3Oce7Y0dERGo0GsbGx0Gg0fBZHaTGe0slaWloaatWqhQsXLiAyMhI//vij7Hs9LCyMR6TmzJmDcuXKKbY+XLVqFURRNKlvuUqlwqJFi/D8+XNUrlyZ10kkJibi8uXLenVs7u7u/AqgbrFtRkYG6tWrh+HDhyMoKAgHDx7E119/zU8UPD09IYoi74PepEkTtGvXDj179uQno+8SrI2wlAEDBvC41tatW3n76YIkKioKw4cPl32XN27cmH83NWrUCAsWLDB6jB49evDbsbGxOHXqFJKSktC0adO8GXQWUKvV6N27N7Zs2YKIiIgsaZkiJdrVarXej3xcXJxiLtbKygoODg6yP0BbPX3t2jWkpKSgc+fOBmfOzAnR0dGYMmUKRo0aBVdXV34W1a9fv1x/rMJC5cqV9dwg5m7kBp06dZL9cLVr106vwM6Uk4TsOO26AtfS0lLRaVeKx1hYWMDW1lbvfZuV7jGAcp6dbQ/I+7Tr8sEHHwDQXhJkNQim1IEYE+1KTruuaA8ODpYVcUZHR+Pvv//GgQMHuAjXfV3Y4zAhyAphjblpTIywK3BKJ/GxsbGyCcN0I0PssTMyMmRuuCHRHhYWhujoaJQuXdrguKQFpevXr8fIkSP5lYvCBnOOgczzxErs27cP5cuXR5s2bYxuZ21tDTc3N5loj4qKwrNnz1ClShUukL28vAzOtaDEo0ePeKeP3JwZVHpSJr2iKwiCrF3vsmXLcPToUaxcuVLmBBuCRYnYVZjRo0dj586d2LRpk+KkWbmBIAhwcHCAIAjYuHEjUlJSsHz5cv66AW+74wiCgNevX6Nu3bq4desWGjdujM8++wzffvstJk+eDEEQUL9+fdSoUYNHTiZOnAjgbRzv1q1b2Lp1Kw4fPsz7W5uKv78/evfujadPn8La2hoVKlSAnZ2dLLMtrScZPnw4Ro4ciWbNmmHw4MEAtHUI0hmEy5UrB5VKleVITXGAxacA6NWtFARr1qzB6tWr0ahRI1y/fh3ffPONbHJDKQ8ePICHhwceP36MyMhIfPjhh7h165ZMLwiCwOORhZGstPgtUqK9cuXKSEhIkM3QeefOnUyLcXTx9fXF/v378fTpU7Rv3z5bVejGcHFxwdy5c/Hnn39y0TJ37lyeuX1XsbKyks3eOmLEiFxz2//9919Z72+lKeNNKaTRddoNFaJKxbzu+8PKygrp6ekypx2AYiGqhYUFrK2t9cSpqd1jmGg35LSbEo/58MMPIQgCnjx5wh1MUzqUqNVqJCcnIyMjwySnXVqICmgFd3R0tGKB6K1bt2Bubp6paGcYO8lISEiARqPhM0Xqiva0tDQ8fvxYdilVt3c98DZnL51N18HBQbGbyf379yGKotEoSalSpRASEoLXr1/zgt7CilqtxvLly7Pdjatjx454/vw5/1wZo1y5cnj48CG/VM8uz3fq1Ak+Pj5o164dRFHERx99JPv+SEtLw8aNGxW/U6STPOXW1Qzp1Z2FCxfq1Qj06NEDAQEBaNiwITp27IhGjRrJWp0aY8qUKbLPoNQVzA9Yi0UAMkeZdccBtDUPLBYEvG3VyaI8V65c4TUrs2bNkv3f29jYoGbNmujVq1e2HGtBELB48WIA+rNJA9o4y7Fjx7iz/ujRI2zZsgWA9gSZddTRLWpu0qQJn3+BeMv//vc/ODo6omrVqjAzMyvwiAxLQdy5cwd169blpkJgYCCePXuG8PBwHD58GMnJyfD19UVISAi8vLzg4uKCgwcPombNmgU5/DylSIl2tVqNrl27Ytq0aUhKSsK+fftw69YtdO3aNcvHqlGjBnbs2IHTp0/napRD6TjDhg3Ta7H2rjJhwgSkp6fzvrFXr17N8TFNLR5OSEjIVLgzpz2r8RipGLa2tuaRGODtyUJWRDtz+ploHz9+PI4cOWIwHmPIadeNxyg57RYWFnBxcUF4eDiePn2Kzp07Y9q0aYrHk8JOFFiOXXrioFSIypx2JycnWFtbIzg4GGFhYTwSIW01FxMTgwYNGhgsXC1btqzsNTcm2pkT7uTkBLVarSfGIyMjkZqaKuuIouS0s0uUlSpV4suMOe0AMm0L5uHhITsJKMx88skn2S50zAr+/v44cuQIXF1dYWlpib1798LLy4t38di4cSMA4L///oOZmRl+/PFHREZG8szzF198gXnz5mHVqlUA5MXO06dPx9q1aw1+rrPSk5pdft+3bx++/PJLxW28vb1x4cKFLNcqmJmZ4caNGxBFEc+ePcuX190QXl5eEEUx22N48uQJvvvuu1weFfjMxQBksyOr1Wr06NEDbm5u8Pf3R+3atfV+Z6Q1BRMnTsTq1avRpk0bXm9CyLG1tUVMTAymTZuG5ORkPtEjoD0h0v2uzGsuXrwo+z8EtFdTPD09UaFCBbi6uqJ169bvZLvKzChSoh3QfnhfvXqFEiVKYPz48diyZUu2z5w//PBDzJkzB8uWLeNn6Tnh3r17/HLnjz/+iJs3byI1NRWrVq0qtJdl8gJzc3Ns2LABlpaWOH/+fI6OdePGjUy7YDBevXole52VZqljTntW4zHSHCAT7WxfY6JdpVLBxsZGLz/NThzYvp9//jlatWoFS0tLvRlRgZw57YDWPQ4JCUFMTAw6d+5sUraUvZbJyclISkqSXcLTjccwpz0+Ph4ODg4oU6YMgoODcfLkSTRo0AC2trayFm+AtqNSSkqK7ETr+fPnALQThkivghgT7azDjJOTE+zs7PRO8tiJgfREQ0m0swiOVIgbEu3BwcGwsbEx+b1JvKV69eoICwvjr+uRI0dksSEXFxdZ7vTbb7+VCbglS5Zg8uTJGDFiBAICAvD9998D0BZ0NmjQAElJSdy9l7JkyRJYWFjg2bNniIyMxJdffml0htJr166hZcuWJsVdckJhiUzt2bMHAQEB2LhxI+Li4nD79m0+cRw7Kbl//z6Cg4Px9OlTrFu3DkFBQbKT3NxEEAQ8fvwYnTp1wrBhw/D06VNcuHAB8fHxsu95dvIGaGslatWqJZu0rWzZshg6dCgOHTpUKAvBCxNsduP58+ejdOnSKFGiBHx9fTMtZM5NwsLCcPHiRXh7eyMmJgaHDx9Gnz59FAu+iyNFrizazc0tV/v4Tp48GdevX8eIESNQr1492SX0rBAeHi6L6QwfPjzbU5G/C1hYWOCDDz7A2LFj0b17d6MTyhhDenk2M6Tt0RwdHRUFVXac9oyMDFnnFisrK5nTzo5hKNOu5LQD2pMb5rQzwS91DszNzTN12qUtH83NzQ1Op+3j48Ndpsw6xzDYiUJSUhKSk5Ph7OzMIwPGnHYHBwe4uLjg5cuXePnyJfz8/GBnZ6cn2ps1a4bffvsNwcHB/Ic/IiICgiDofXZ0JzgSRRE///wz6tWrx18DQ067kmhXisdERUXByspKdoLk6OiIxMRE/n/J2L9/P2rUqFFg05cXZXTnT+jfvz+++eYb2bLTp0/j1atXaNOmDe7du8eXP3z4UBaF8fHx4bcnTZrEP4tDhw7F0KFD8e+///I+zKw9rVRk/v7773jy5Al++eUXjB07Vpbnv3v3rqyl7buOnZ0dvL29+f8Py4wLgqDYRjU/Jhry8vLi3aMqVqyo+Jh169blXafs7Oxw5swZ2Nvbo3bt2nB3d+cTDxGZU7JkSfzyyy+8NSIzS/JrLpw9e/bw5ESfPn3g6OiI1q1bv5NFwdmlyDntecFff/0FtVqtN9W6qSQnJ8v6Ly9atKhYC3bGTz/9BECbhbxw4QIOHjyIs2fP6nVHMEZmXU6k66U9vS0sLAzOZJodp12a19TNtDOMxWOUWoyqVCo90S6Nt5jitEvjMUrRGEavXr148Z+pol3XaZde0dI9BuseExMTw532a9euIS0tDZ6enrCzs+MdY0aOHIn58+fzfs3SosSEhAQ+MyEr3Pb19dWb/GXy5MmYNGkSWrduzR1bR0fHHDnt0dHRet1g2BUFqdv++vVrHD16NN/bxr4rNG/eHOvWrcPGjRsRERGBjRs36rUCBIDSpUvj7t27vNCxWrVq8PHxQXR0NEaMGMELHxklS5bUm1K+Y8eOiIuLM9qdwcvLC0uXLpUVLT58+FDPiCEKN2zuCfZddOXKFfz333/vTMvG/OLrr7+WzSEAALt27cLBgwfz9HFPnz4tizpLC42Jt5Boh/bDPm7cOKxatQr9+/eXFbqagm6LtFGjRuXm8IosderUAQCMGzcOjRs3Rvv27dG0aVO0atUK69atM9q5JzQ0FFWrVlWcDluKNEIhdWNZhxddsptplzrtlpaWMqedYUy0K41FyWk3JNpN6R5jLPIi7bSTE6edoesws6saoaGhXLSzXt3lypWDnZ0d7+oxadIkjBs3jhebSp3UN2/e8G5Qq1evxoMHD1C9enUu3ADt/xlrkwfI4zHsB1sKO1mQZsuVRPv169f1OhKxWIb0vcXek9KiPcJ0BEHAoEGD0L9/f5PMjTp16kAURd69xcnJCStWrMCPP/6I27dv4+TJk0hOTubvSZZvZh1ajhw5wjuKXLx4ETNnzsSZM2f0WttJe8vv3bsXNjY2eR6NIfIGOzs7k4qiCWVY96aUlBTe77x9+/Z5Nmtqeno673IGaE0mXQOF0EKi/f/54osv0KxZM2zevFnPrTHG+fPn+SQZDg4OOHXqFJ3ZSzDUpeTjjz82enJz5swZPHjwACtXrjR6fGlnAanzaUi0Z8dp143HWFhYyDLt0uXsMQC5aFdC6rSzfXVFe2Z92qWi3ZjTLn1PZ0e0JyUlGS26ZKI9KCgI9vb2slaITLSzeAxzvNk4Ro8ezbdlTjugdfp9fX3RqVMnnDlzhu//7NkzJCcn85PCly9fwsrKCtbW1oqxlydPnqBkyZKyuJTSdteuXUOzZs1ky5holxY7sgljDE1FT+QfNWrUwAcffCCLlbG4BGtl2KNHDz67ZoMGDTB16lS8//77aNWqFW7cuCE73uHDh/Hs2TN88803UKlUxaoWiSCkWFtbw9LSUtYRrmnTpibN8ZFV2Ge1RYsWSEpKwtatW3P9Md4VSLT/P7a2tti9ezc/u5NOpyydKS40NJRn6k+ePMn7m/r4+CA0NJR+yHU4efIkWrRogZYtW+Lo0aMywbhhwwY8efIEwcHBej2ZmWDMrHOMVLRLRVh2nHapMJcu13XamWg31Wk3JLilhajZddql8RhjTrvU0WSXkTNDGo/RjYDpwsTt06dPudPOcHFxgZ2dHXerlfpQs//HhIQEvfExIc0mamJRBza9+I0bN3iMRclpj4mJ0XN0dZ32wMBAvHz5Ui+mwU4+WKvMCxcuYPPmzQAy7xxDFCyCIMhmGty3b5/eNrVq1UJ6ejr//lm5ciVvGSmdeIggiivVq1eHKIro06cPrly5YrBfenY5fvw4L3Q9dOgQnShnAol2CY6OjoiIiEDp0qUxePBgHD9+HM7OzmjYsCGfZa9Tp07o2LEj7t27xyutDx8+jIcPHxoUZ8UZR0dHHDt2DEePHkXLli3x5s0bWSsnb29vlC1blreIZDABrttCMy0tDWvWrOH3paJdKtZ0M+3r16/H06dP9Zx2abxGKnqNZdoNOe26oj09Pd1kp92QaM/MaRcEASqVKlPRLt3fmPhW2oc57ex5KBUVlyxZEoBW4Ds4OMicfUEQuBBn7g2DFceyzi1RUVF63aDYsdk2T548gUql4k77o0ePeFcIpULU+Ph4vQnYdEX72rVrAUDPaXdyckLFihVx8+ZNAOBTtM+ZM4euqBUB/vrrL6SlpUGj0RiMupibm8Pa2ho///wztm7diilTpqB169ayCacIorizZs0amJub57poZ61G582bR9+pJkCiXQczMzNecCHtW1unTh1cuHCB5yVZgVKfPn2osjmL/P3337h165Zsma4LxoSX7qW4TZs2ceEEaEU7E9SG4jGiKGLw4MHw8/Mz6rQbEu2G4jFZybQrkZloNzc352My5j5YWlpmGo+RZtBN7Ruu67Tb2NggKioKV65c0du2VKlSfKwODg68C0eLFi0AvHX3dV123R7ur1+/1jupsLOzg62tLRftL168QLly5Xhf74CAAC7alQpRpZEb6TGl4p4VRyu9NuXKlcOrV68giiIiIiLQokULTJo0SW87onCiUqlM6vLDprIHtHNrUGcggngLq8364osv8P333+dKvp3VM/Xo0YO+U02ERLsCNWvWRL169WTLEhMT+ayGUgFFs6tlHScnJ8UZywRBwD///APgrWjXjc1Is8WAVrSzH9fly5fz5Uy0v3nzhgvuN2/eGM20G3PapaJdpVIpdo/JaqY9K4WoxhwICwsLpKSkZNp7/ZNPPkGrVq1MnpBCyWl3dnZWjIWwNpiA9uqJi4sL5s+fz3soGxLtTKAz0R4aGqp4JcDd3Z1vExMTwyM31tbWePPmjSweo+S067b/lIr2lJQUnDx5Ep06dVIUaqVLl0ZQUBA6dOiAiIgIjB8/XvZ+IN4NSpUqxVsKUgEqQegzZcoUANoZcBcuXJjt42zbtg2CIKB69eqwtbXlE6oRmUO/PAa4fPkyNmzYgMDAQNkb6uzZszInb/r06QUwuncD3d7bgPaMOyMjg7vmTNQydO+npqYqZtdZPIZ1LGHoOu1K8RjdaI2heExWM+26YlmlUiElJUXWX91QPMaYaGfbGHPaAe1JjW7HDGOwk434+HhoNJpM419LlixBlSpVeKvGcePGcRHEMvmGRHtYWBju3r2L+/fvy/pwS7djoj02NhYODg4QBIHvz04knJyc9N5X0dHRepNBSR151pXkwYMHis+rdOnSOHXqFL8CR1fW3l2ePn0KURQV6y4Iorgza9YsfvvixYtZ3l8URdSoUUMWh+3fv3+xnNk0u5BoN4AgCBgwYAA8PT3Rs2dPtGnTBocPH0aTJk1gbm6OixcvYsSIESbngwl9XFxcEBISgoyMDJw+fZrHXj799FNe+KeLrmhPSUnRy70Db512qftsbm7OXXNj8RhLS0ukp6fj5MmTAJQnV0pOTja5Tzv7QtIV1cxplwpyQ067MRed7WPKLKdZQaVSQaVS8YlVMisQGj16NO7fv6/Yas2Q025tbQ1ra2vExsbyvrzSftkMqWhnEzgBb+MsLGZTsWJFREVFyfqqBwcH63WEYo68KIr8xG737t2Kz0v6GZ8wYQIVShEEUSwRBIFPVnbt2jWjnWTevHmDe/fuwdHREU5OTkhOTkapUqW4SQIA7dq14924CNMg0W4ClpaWOHTokMxha9CgAVasWFGAo3o38PDwgJmZGZo2bYrVq1fDx8cHq1atMvja6vbW1hXxDEtLS4iiKHPSbW1tudOuFI9h4pmJX1ZorBuPsbGxQVJSEjIyMvQceLY9oBXtKpWKi3ZdUc2cdmOiXffYSpgi7LOLtbU1F+05KbRmol3X8Qa0Ql46Y6xSy1WpaA8PD+ddnljXGtblhc12yU76MjIyEBwczHvCM9RqNdLT05Gamorg4GCYmZnJZteU0rdvX36bTRhGEARRHFm7di2GDRuGwMBAve9VxqxZs6BWq1G9enXExcUhNjYWNjY2sknyXr58iQMHDtBVrSxCop0oVCxYsMDoet1ZKA2JdiZg9+zZw5fZ2tqa5LTrOqm68RgbGxvutEu3zcxp181BM+dfKs6lX2Dm5uY8wqFbSCnF1HhMdrCxsTHZaTeGIaedLXv+/DkA8HaKuri7uyMsLAyiKOLevXt8NlX2f2ZItIeFhSEjI0PvRICNJz4+HsHBwShZsqTBCFL58uXx/PlzHDx4kIoTCYIo1ri6umLatGkAtBPXsRbYjGrVquH77783eoxq1aplaT4c4i0k2olCRYcOHZCRkYERI0YozoimK9pbtWqleBwm5saPH8+XqVQq7rQz11h6PKWe6BqNhsdjfvnlF/z0008yp12axctMtLMYD9tO91/grXMMaEU+G59uIaWUvIrHAOAdY9jt7MJEstLzcHBw4C0VK1eurLi/p6cngoKCEB0djTdv3nCHZ9SoUWjXrh0vEmev3/bt2wGAtyfTPS5rIxkaGorg4GDZZFBKlC9fXtaqlCAIorhStmxZVK1aFYC2aPvy5f9r796DmyrzN4A/Ka1tmjRJi9xqqFyKrGVbEQEZQC5yFQuVRTrK1oKAUld0FrGu1f6oLkJZXdlZ1hUVRMSlrFoWO8gWZVEXcLXiZbC0CgUt1AJSaGmSNun1/f3BnGOS5kqTNCXPZyZDkjc5eRN74tNvv+c9h7F582bU1dXhu+++A3D5JGfZ2dn48ccf5dXEhBBoamrqcFIz8hwXxaSgExYWhk2bNqGpqUk+yZXEPrQ746jqbDab5Uq71Kdsvc67FJ6tQ7vFYpGfs3LlSgDA//3f/8FsNjuttEvh3D60t7e3Izc3F6mpqQCAb775BoBttd86tCsUCiQkJACA09YNwPHZVH3Fuj2mM5V2qcLuqFKt0WjkL3pnp64eOnQoWltb5eUmpZMl3XnnnTYrfUjbLygowNixY7F161b06dOnw8GtAwYMAHC5Il9dXe1w7XkiIuooLCwMJSUl8vf66NGjAUBetnHHjh02bYVHjhyRjzPyx/+nQgkr7RS0HFV2PQ3tjo5GN5vNcqVdp9N1aIeQwq/16zY2NnZoj4mKipIr7d60x7S3t2P16tW49dZbbV7X+qBJ69AOALNnz8bx48c7PMeavyvtvuhpnzFjBqZOnYp58+Z1GIuJiZF7HR31vAOQ12SXDmKy/5ysSSvkLF++HF9++aXDlpz4+HjExsbi66+/RmlpqRziiYjIvZiYmA7HmNXW1kKlUuHuu++2uf+aa67x+Pwg5BpDOwUtb0L74sWLbW5L7RiS3/72t3LQDgsLszlLp8RRxdq6Om89L1eVdvszotq3x7hiXeWXOGsZkfgztPuq0h4XF4d9+/bJJ1uyZh2qnR2UJLWzSCfjkCrtjti3TGVmZnZ4jEKhwMiRI7Fz50789NNPbH0hIvKSUqmEyWTCu+++i127dmHmzJmoqanhmU39iKGdgpajACu1lNizPxmKfSCXDlC0WCwO10QHfgm91lV666Avse5p97bSbu2hhx5y+F685c/2GF9V2l2Rgnp0dLTTXzykv4xIod1VpR0A1q5di9GjR6OkpARPP/20w8f86le/QmlpKQDIy00SEZHnpMr6XXfdheLiYr/9f4IuY2inoOXNzm+/Nrj9aitSMGxsbJQDuH3IlUK3dWhvbW11uHpMW1ubfJZQibMzojoL7dYHyXZGd6i0uyL9t3HWGgNAPg6hvLwcSqXS4S901nJyclBSUoLRo0c7XfFFOvhUq9U6XbqMiIgoWDC0U9DyJrTbL6doX2mXgmFDQ4NXlfaWlhaH7TEAYDKZrmj1GGdzvFL+XvLR0XVf8iS0A5dbZC5duuSyNcYbiYmJAC6vDMOlHImIKNix8YiClrtqqjX7Srt9iLeutEvbdRbarcNpa2trh/YYqeJsMplslgr0VWj/73//i0uXLjl7qx34++RKjq77kqehXVrxx11rjKfuuOMOLF68GGlpaT7ZHhERkT8xtFPQclXZnTJlCvbv3y/ftg/p9relQNjQ0CAfxe6sPca6kitV2u3bY4DLob0z7THOQvuECRMc3u+Mv1ePkV7D/jP1FSm0u/ulQDoY1VerEKhUKrz++us+2RYREZG/sT2GgpazloUXXnhBXtZPYl9pHzt2rM1t60q7u/YY6xMAST3tjtpjjEZjpw5EtZ/zlQpEe4y/quzAL5VzZ2e3lUiV9jFjxvhtLkRERMGKoZ2ClnQWNXuOKvD2ATg2NhZbt26Vb1v3tDs7ENW6Ui1db2lp6dAeIz2vsbHRbWgPDw+XH+/Jko9XIhDtMf5cEWDYsGEAgJ9++snl46S/gEgnnCIiIgolDO0UtJxVVB31utu3bkRFRdmEWKl67qrSLoXuHj164MSJEwAct8fYn2hJ4m17jK8EotLuz9AuhfCWlhaXj5NanKQ2GSIiolDCnnYKahs3buywnrknlfaoqCibEzxI/eMWi8VppV0K8xEREfJzm5ubO7THWL+WN6vHOArVa9euxYgRIzq+cS/4e8lH63/9QaFQ4M0338Tw4cNdPi4zMxNKpRLTp0/321yIiIiCVcAr7UajEUuXLkVcXBx0Op3N2QrNZjMyMjIQExODhIQE7Nixw+a5W7duhV6vh0ajwf3334/m5uZAT58CLCsrq8N9Umj/05/+JN/Xo0cPm7XZ7Svt1kFfCuf2QV8K2+Hh4fJzZ8+ejbfffttpaLcO4s5Cu/SYuLi4Du8lJyen02fj9Gd7TCAq7cDlQJ6SkuLyMSqVCosWLbL5RYmIiChUBDy0L168GFqtFpWVlaipqcGKFSvksby8PFy4cAHV1dV455138Lvf/Q7Hjh0DAJSWlmLFihXYtWsXqqqqUFVVhdWrVwd6+tQFYmNjbW5L7TFPPPEEhgwZAuBye0xdXR0mT54M4HIF3LrSbh1opQBuH9rb2toAXA7f9qdhdtYeY33dOrQLIdDW1oaIiAj5l4T77rvP4/fsDemXAn9Uw6VtuluOkYiIiPwroKG9vLwcX331FZ5//nloNBpERETg5ptvlsffeust5ObmQqPRYMyYMUhLS0NBQQEAoKCgAPPmzcOoUaOg1WqRm5uLbdu2OX2tpqYmGAwGmwt1T19++SXeffdd+bZ11dc6gIeHh2Pbtm148cUXbVpcpHGJN5V2+9exf56jXwza29vR2tpqc5/BYEB+fr7H79kbjk4K5SvSZ229og4REREFXkBD++HDhzFkyBAsXLgQPXv2xJgxY/C///0PAFBXV4dz587Z/Ik8OTkZZWVlAC4Hfvux06dPw2QyOXyt/Px8aLVa+cLTlHdfgwYNwt13343HHnsMAGzaoqQwLf2r1+vlx1kHb+ug7azSbh3a7SvtzkK7owD/hz/8Af369bOZQ0xMjN/WOZf4s9Luz552IiIici+gob26uhoffvghJk+ejHPnzuH3v/895syZg0uXLsnh27qip9Fo5PtNJpO8bJ80Jt3vSE5ODurr6+VLVVWVv94WBUhqaioA4LrrrpPvcxbAAdsquEKhkCvs0r/2wdxVpd1dULe+/vPPP+PixYsA/NNnbk+atz8r7d6cnZaIiIh8z6ehffz48XI4sr/k5uZCqVRiwIABWLJkCSIiInDPPfegX79+KCkpkQ8iNBqN8vYMBoN8v1qttmlxka5bH3xoLTIyEhqNxuZC3dvkyZNhsVgwdOhQ+T5Xod0+MEuh2l2lvUePHujRo4fTkzt50t/ubA7+IM3bH9VwKbQ728+IiIgoMHy65OOhQ4dcju/bt69DEJJux8bGom/fvigtLcW4ceMAAEePHpVPvJKUlITS0lL5eUePHkVCQgLDRIixrybbt8dYc3QwaUtLi9Oe9gULFkCv18sHjIaHh8trh1u35DirtHd1aPdHpV1qSZs4caLPt01ERESeC2h7zKRJkyCEwJtvvom2tjYUFhbi7NmzuPXWWwEAGRkZeO6552A0GvHFF1+gqKgICxYsAHA5UO3cuRNfffUV6uvrsWbNGpvlIik0eVNplx7j7DkqlQp/+9vfHLaCNDU1ddiO/XVHvzgEIrRLK7tcunTJ59vu168fzGYz5s+f7/NtExERkecCGtojIiJQVFSEl156CVqtFvn5+Xjvvfeg0+kAAH/84x8RFxeHfv36Yd68eXjppZfkVojk5GSsX78ec+bMgV6vR3x8PHJzcwM5fQpC0jKNjqrM9pV26bazSruzdhjAeWgPhkr73LlzAQA33XSTX7bPg1CJiIi6XsDPiJqSkoLDhw87HFMqldi+fbvT5y5atAiLFi3y08yoO5LCtKM2KWdrrUsVcVcrxNizWCwdtmO/DU9adPxhyJAhEEL4/XWIiIio6wT85EpEvuQqtDtrj3FWaXcV2qWKvv3zgqE9hoiIiK5+DO3UrUkHiDpq4XBXaXcX2q2r19bXvam0M7QTERGRLzC0U7cmhWlH/ejOlny8kp52a8G25CMRERFd/QLe007kS/v27cO+ffscjgW60u4ooDO0ExERkS8wtFO3NmzYMHktf3vuetq9ORDV0Xbsr3tS7SciIiK6EmyPoauWsyUfnVXa7UO3t5V2RxjaiYiIyBcY2umq5cvVY26//Xb5unW4d9TH7moORERERFeC7TF01epsT3tYWBja29vxwQcf2IR2V69hj6GdiIiIfIGVdrpqSYE6OjoagPeVdun5er3eaThnpZ2IiIgCgaGdrlpSCL/55psBeN/TLo27Ct6stBMREVEgMLTTVa2wsBDvvfceAO9Xj5HGXQVvZ5X2vn37un0uERERkafY005XtXnz5snXve1p70yl/a9//Ss+/vhjhnYiIiLyCYZ2ChnenhHVk9DuqNI+efJkpKenIz09vVPzJSIiIpIwtFPI8LbS7kl7jH2lva6uTj7wlYiIiMhX2NNOIcPb1WNWrVoFAFCpVC63uX79emRkZAAAdDodrrnmGp/NmYiIiAhgaKcQ4u2BqFlZWWhvb3cZwsPDw7FixQq89dZbPp4tERER0S8Y2ilkeLvko7P7rLlbp52IiIjIFxjaKWR42x7jCXfrtBMRERH5AkM7hQx3B6JeSS86K+1EREQUCAztFDLcVdojIyO93iYr7URERBQIDO0UMtz1tF9JaGelnYiIiAKBoZ1Chn2l3b6HnZV2IiIiClYM7RQy7HvafRHaWWknIiKiQPB5aM/KykJiYiIUCgU++eQTm7Hnn38eSUlJiImJwQ033IA33njDZry4uBiJiYlQqVRIS0tDXV2dPFZTU4M777wTKpUKQ4cOxf79+309dbrKSVVxqdJuv5yjqzOfOsPQTkRERIHg89A+fPhwbN68GYMGDeowplAoUFBQgEuXLqGwsBBPPvkkPv30UwDA+fPnce+992LDhg2oqamBTqfDo48+Kj/34YcfRt++fVFTU4MXXngB6enpqK2t9fX06SpmX2m3D+3u1mR3JCoqqvMTIyIiInLD5w25WVlZABxXLbOzs+XrKSkpmDJlCj7//HOMGzcOu3btwsiRIzFr1iwAwDPPPIMbb7wRr732Gtra2vDee+/hhx9+QHR0NObMmYPk5GQUFRXh/vvvdziPpqYmNDU1ybcNBoMv3yZ1Q+5Wj7kSSqWy09sgIiIicqfLetpbWlrw+eefY9iwYQCA8vJypKSkyOMDBw5EREQETp48iYqKCqjVauj1enk8OTkZZWVlTrefn58PrVYrX/r37++/N0PdghTSpX/j4uIAAPfccw927959RdvkgahEREQUCF0W2leuXIkBAwZgxowZAACTyQSNRmPzGI1GA5PJ5HLMmZycHNTX18uXqqoq378J6lakgC2F9j59+sj3p6amXtE2r6SlhoiIiMhbXoX28ePHQ6FQOLzk5uZ6vJ38/Hx89NFHKCwslEOPWq3u0MJiMBigVqtdjjkTGRkJjUZjc6HQZt/TPnjwYGRlZeG5557rymkRERERueXV3/YPHTrU6Rf8+9//js2bN+PgwYNyewIAJCUlobCwUL5dWVmJlpYWDB48GG1tbTCZTKiursZ1110HADh69CgyMzM7PR8KHfbtMT169MDGjRu7ckpEREREHvF5e0xzczMsFguEEDbXAWDbtm1Yu3YtPvzwQ8THx9s8b+7cuTh8+DD27t2LxsZGPPvss5g/fz6USiXUajXS0tKQl5cHs9mM999/H99++y3S0tJ8PX26itm3x3TG6NGjO70NIiIiIk/5PLRPnz4dSqUSx48fx4wZM6BUKnHq1CkAQF5eHmpqanDTTTfJbS9r164FAPTu3RsFBQV4+OGHce211+LixYvYsGGDvN2XX34ZZ86cQc+ePfHYY4/h7bfftqnUE7lj3x7TGR999BHOnDnT6e0QERERecLnS1/Yn1DJ2o8//ujyubNmzZKXfLTXq1cv/Pvf/+7M1CjE2bfHdIZKpYJKper0doiIiIg80WWrxxAFmi9DOxEREVEgMbRTyPBlewwRERFRIDG9UMiQwjor7URERNTdMLRTyGFoJyIiou6GoZ1ChnQiL7bHEBERUXfD9EIhh5V2IiIi6m4Y2ilkSJV2hnYiIiLqbhjaKeSwPYaIiIi6G6YXChnsaSciIqLuiumFQoYU2omIiIi6G4Z2ChlSaG9vb+/imRARERF5h6GdQkZ0dDQAoKGhoYtnQkREROQdhnYKGVqtFgBgMBi6eCZERERE3mFop5Ahhfb6+voungkRERGRdxjaKWTcfvvtmDNnDh544IGungoRERGRV8K7egJEgRIdHY2ioqKungYRERGR11hpJyIiIiIKcgztRERERERBjqGdiIiIiCjIMbQTEREREQU5hnYiIiIioiDH0E5EREREFOQY2omIiIiIgpzPQ3tWVhYSExOhUCjwySef2IzV1tZi/vz5iIuLQ58+ffDII4+gra1NHt+6dSv0ej00Gg3uv/9+NDc3y2MnT57EuHHjEB0djREjRuDIkSO+njoRERERUVDyeWgfPnw4Nm/ejEGDBnUYy8vLQ2NjI6qqqnD06FEcOHAAmzdvBgCUlpZixYoV2LVrF6qqqlBVVYXVq1fLz7333nsxdepU1NbW4oEHHsDcuXPR2trq6+kTEREREQUdv1TaJ02ahIiIiA5jlZWVuOuuu6BSqdCrVy/MmDED5eXlAICCggLMmzcPo0aNglarRW5uLrZt2wYAOHbsGMrLy/HUU08hKioKDz30ENrb23Hw4EGn82hqaoLBYLC5EBERERF1RwHtaV+2bBl2794No9GIs2fPori4GNOmTQMAlJeXIyUlRX5scnIyTp8+DZPJhPLyctxwww2IjIy0GS8rK3P6Wvn5+dBqtfKlf//+/ntjRERERER+FNDQPnz4cBgMBsTGxiI+Ph633norUlNTAQAmkwkajUZ+rHTdZDJ1GJPGTSaT09fKyclBfX29fKmqqvLDOyIiIiIi8j+vQvv48eOhUCgcXnJzc90+Pz09HbfccgtMJhPOnTuH48ePY8OGDQAAtVpt08IiXVer1R3GpHG1Wu30tSIjI6HRaGwuRERERETdkVeh/dChQxBCOLw899xzbp9/5MgRPPjgg4iKikKfPn2Qnp6O/fv3AwCSkpJQWloqP/bo0aNISEiAWq1GUlISKioq0NTUZDM+bNgwb6ZPRERERNQt+bw9prm5GRaLBUIIm+sAMHLkSGzZsgUtLS24ePEiCgsLkZycDABYsGABdu7cia+++gr19fVYs2YNMjMzAQBDhw7FjTfeiHXr1qGpqQmvvfYaFAoFbrvtNl9Pn4iIiIgo6Pg8tE+fPh1KpRLHjx/HjBkzoFQqcerUKQDA66+/jm+++Qa9e/fGjTfeiAEDBiAnJwfA5QNL169fjzlz5kCv1yM+Pt6m5aagoAAffvghdDodNm7ciH/9618IDw/39fSJiIiIiIKOQkhl8KucwWCAVqtFfX09+9uJiIiIqMt5k08DunoMERERERF5j6GdiIiIiCjIMbQTEREREQU5hnYiIiIioiDH0E5EREREFOQY2omIiIiIghxDOxERERFRkGNoJyIiIiIKciFzSlHpHFIGg6GLZ0JERERE9Esu9eRcpyET2o1GIwCgf//+XTwTIiIiIqJfGI1GaLVal49RCE+i/VWgvb0dZ86cQUxMDBQKRVdPh0KIwWBA//79UVVV5fYUxUTkP9wXiboe90NbQggYjUbEx8cjLMx113rIVNrDwsKg1+u7ehoUwjQaDb+giIIA90Wirsf98BfuKuwSHohKRERERBTkGNqJiIiIiIIcQzuRn0VGRiIvLw+RkZFdPRWikMZ9kajrcT+8ciFzICoRERERUXfFSjsRERERUZBjaCciIiIiCnIM7UREREREQY6hnYiIiIgoyDG0ExEREREFOYZ2CpimpiYsXrwYCQkJ0Gg0GDNmDD777DN5fN26dejVqxfi4uLwxBNPwHpho8OHDyMlJQXR0dGYOHEiTp06JY9VVVUhNTUVOp0OAwcOxDvvvONyHidPnsS4ceMQHR2NESNG4MiRI/JYbW0t5s+fj7i4OPTp0wePPPII2traHG7n2LFjmD17Nnr16oVrr70Wv/nNb3DmzJkOj6usrIRSqcTSpUsBAGvXroVarYZarUZkZCQiIiLk21lZWQCA4uJiJCYmQqVSIS0tDXV1dfL2ampqcOedd0KlUmHo0KHYv3+/0/e6detWjBgxAhqNBtdffz3WrVtnM+7qc7VXWFiIMWPGICoqCosWLeow7mrORJ5w9bPt6vvBmrv90mw2IyMjAzExMUhISMCOHTuczmfPnj0YO3YstFot4uPj8dhjj6GlpUUed/VdQtSdBdu++PnnnyMlJQU6nQ69e/fGwoULYTKZ5PGQ2RcFUYCYTCbx7LPPilOnTom2tjaxY8cO0bNnT2E0GsWePXuEXq8XJ06cEGfPnhW//vWvxebNm4UQQlgsFqHX68WmTZuE2WwWTz31lBg/fry83QkTJoiVK1eK5uZm8fXXX4trr71WfPfdd07nMWrUKLFq1SphNpvFyy+/LAYOHChaWlqEEEIsX75czJo1S5hMJnH+/HmRkpIiXnnlFYfbKSkpEVu2bBG1tbXCYrGIRx55REybNq3D4+666y4xduxYsWTJkg5j+fn5YuHChTb3/fzzz0Kr1Yo9e/aIhoYGkZmZKTIyMuTx+fPni8WLF4uGhgZRVFQk4uLixMWLFx3OcePGjeLTTz8Vzc3N4scffxRDhw4V27dv9+hztbd//37x7rvvihUrVng9ZyJPOPvZdvX9YM/dfpmdnS1mzJgh6uvrxWeffSZ0Op34/vvvHW6roKBAfPDBB6KxsVGcP39ejB8/XqxZs0Yed/VdQtSdBdu+WFNTI3766SchhBANDQ0iIyNDPP744/J4qOyLDO3Upfr16ye+/PJLcc8994jVq1fL97/xxhtiwoQJQggh9u7dKwYPHiyPNTQ0CKVSKX744QdhNBqFQqEQ9fX18vjSpUvF008/7fD1vv/+e6FSqYTFYpHvu/7668VHH30khBAiNTVVvPbaa/JYdna2ePTRRz16L8eOHRNqtdrmvr1794q0tDSRl5fncWh/5ZVXxJQpU+TbP/zwg4iMjBSNjY3CaDSKiIgIUVVVJY9PnDhRbNmyxaM55uTkiOXLl8tzc/a5uuLtnIk84epn29X3gzv2+2Xfvn3FwYMH5dsLFy4Uq1at8mhbr776qkhNTRVCuP8uIequgn1fNJlMIjMzU8ydO1cIEVr7IttjqMtUVFSgtrYWiYmJKC8vR0pKijyWnJyMsrIyAOgwFh0djcGDB6OsrAzi8i+eNn+eE0LIz7VXXl6OG264weZMbNavtWzZMuzevRtGoxFnz55FcXExpk2b5tH7OXDgAIYNGybfbm5uRnZ2Nl588UWPnm89R+v3O3DgQERERODkyZOoqKiAWq2GXq93OP9Dhw5Bp9N5NEdXnytw+U+gqampnZ4zkSdc/Wy7+n4AgJSUFBQUFDjcrvXPfF1dHc6dO+d0W6dPn4ZOp8Pp06fdbsvddwlRdxWs+6J0n1qtxs6dO7F8+XIAobUvhnf1BCg0Sb1sOTk50Gq1MJlM0Gg08rhGo5H71ezHrMdjYmIwbtw4PPPMM1i3bh1KS0tRWFiI0aNHO3xdV9sCgOHDh8NgMCA2NhZtbW1YsmSJR8H1xIkTeOqpp/DPf/5Tvm/9+vWYNWsWBg8e7NmHYjXH/v37O5xjS0uLw/lfvHgRADB+/HhcunTJ4XbXr1+P2tpaLFy4UH4dV5/Fk08+6ZM5E3nC2c/jxYsXXX4/AMC3337rcJv2+6X0nJiYGIfbSkhIcLr/7Ny5E/v375d7Zd3tP0TdVbDui9J958+fx6ZNm5CQkOByvlfjvshKOwVcS0sL5s+fj8TERKxatQoAoFarYTAY5McYDAao1WqHY/bj27dvR0VFBfR6PR5++GFkZmbKFYI77rhDPsjz4MGDbreVnp6OW265BSaTCefOncPx48exYcMGAMCwYcPkbVn/9n/mzBlMnz4dq1evxu233w4AqK6uxpYtW5Cbm+v15+Nqju7m78z27dvxl7/8BXv27IFSqXT7Or6cM5EnvPm59+Rny9F+KT3HaDR6ta2PP/4YDz30EHbv3o3evXu7nS9RdxbM+yIA9O7dGzNnzsSCBQvczvdqw9BOAdXe3o777rsPCoUCb775JhQKBQAgKSkJpaWl8uOOHj0q/xnNfsxsNuPkyZPy+PXXX4/3338fNTU1KCkpwYULF+RKe3FxMUwmE0wmE2677TYkJSWhoqICTU1NDl/ryJEjePDBBxEVFYU+ffogPT1dPmq+rKxM3pb0G/6FCxcwdepUPPjgg1i2bJm8zcOHD6OqqgqJiYno27cv/vznP6OgoABTp051+xnZv9/Kykq0tLRg8ODBGDJkCEwmE6qrqx3O35GioiKsXLkSe/fuxcCBA52+jv3n6g1XcybyhKufbVffD4442y9jY2PRt29fr7ZVUlKC9PR0vPPOOxg5cqR8v7vvEqLuKlj3RWutra04ceIEgBDbF7u2pZ5CzdKlS8WECROE2Wy2uf/9998X/fv3FydPnhTnzp0TKSkpNqvHXHfddeL1118XFotFPP300zarnJSVlQmj0SgsFovYtm2bGDRokM0BKfZGjRolnnnmGWGxWMSrr75qc5T5hAkTxBNPPCGam5vFhQsXxMSJE50e1FpfXy9GjBghsrOzO4xZLBZx9uxZ+bJy5UqxYMECceHCBZvHuVo9pri4WDQ0NIhFixbZrMRy9913iyVLlojGxkaxe/dul6vH/Oc//xE9e/YUJSUlDufo6nO119raKsxms1i9erXIyMgQZrNZ/tzczZnIE85+tl19P9hztV8KIcTjjz8uZs6cKQwGgygpKRGxsbFOV6z49ttvRa9evURRUZHDcVffJUTdWbDti7t37xbff/+9aG9vF9XV1WLKlCli3rx58nio7IsM7RQwlZWVAoCIiooSKpVKvhw4cEAIIcTatWtFz549hU6nE9nZ2aK9vV1+7hdffCGSk5NFVFSUuO2220RlZaU89sILL4i4uDihUqnE1KlTne70koqKCjF27FgRFRUlhg8fLr755hubsWnTpgmdTid69eolFi5cKEwmk8PtbN26VQCweS8qlcrhY71ZPUYIIfbs2SMGDRoklEqlmD17tqitrZXHzp8/L+644w6hVCrFkCFDxL59++SxAwcO2Mxh0qRJokePHjbzW7ZsmTzu6nNds2aNmDlzpnz7jTfeEABsLnl5eR7NmcgTrn62XX0/JCUliX/84x9CCPf7ZWNjo1iwYIFQqVRCr9fLS6AKIcSpU6eESqUSp06dEkIIsWjRIhEWFmazHet9wtV3CVF3Fmz74qZNm8TAgQNFdHS06Nevn1i8eLFNESxU9kWFEE5WxSciIiIioqDAnnYiIiIioiDH0E5EREREFOQY2omIiIiIghxDOxERERFRkGNoJyIiIiIKcgztRERERERBjqGdiIiIiCjIMbQTEREREQU5hnYiIiIioiDH0E5EREREFOQY2omIiIiIgtz/A4hWaRPlcwNdAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x750 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import obspy\n",
    "stream = obspy.read()\n",
    "stream.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "dfe6a3a0-d5ab-43de-9b61-a14f4104e715",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Extract 3-component data\n",
    "stream = stream.sort()\n",
    "assert(len(stream) == 3)\n",
    "data = []\n",
    "for trace in stream:\n",
    "    data.append(trace.data)\n",
    "data = np.array(data).T\n",
    "assert(data.shape[-1] == 3)\n",
    "data_id = stream[0].get_id()[:-1]\n",
    "timestamp = stream[0].stats.starttime.datetime.strftime(\"%Y-%m-%dT%H:%M:%S.%f\")[:-3]\n",
    "\n",
    "## Add some noise\n",
    "noisy_data = data + np.random.randn(*data.shape)*np.max(data)/20"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c34b494",
   "metadata": {},
   "source": [
    "## 3. Get denoised waveforms using DeepDenoiser"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5578ed7b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Response [200]>\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "req = {\"id\": [data_id],\n",
    "       \"timestamp\": [timestamp],\n",
    "       \"vec\": [noisy_data.tolist()]}\n",
    "\n",
    "resp = requests.post(f'{DEEPDENOISER_API_URL}/predict', json=req)\n",
    "print(resp)\n",
    "\n",
    "denoised_data = np.array(resp.json()[\"vec\"])\n",
    "\n",
    "plt.figure(figsize=(10,4))\n",
    "plt.subplot(331)\n",
    "plt.plot(data[:,0], 'k', linewidth=0.5, label=\"E\")\n",
    "plt.legend()\n",
    "plt.title(\"Raw signal\")\n",
    "plt.subplot(332)\n",
    "plt.plot(noisy_data[:,0], 'k', linewidth=0.5, label=\"E\")\n",
    "plt.title(\"Nosiy signal\")\n",
    "plt.subplot(333)\n",
    "plt.plot(denoised_data[0, :,0], 'k', linewidth=0.5, label=\"E\")\n",
    "plt.title(\"Denoised signal\")\n",
    "plt.subplot(334)\n",
    "plt.plot(data[:,1], 'k', linewidth=0.5, label=\"N\")\n",
    "plt.legend()\n",
    "plt.subplot(335)\n",
    "plt.plot(noisy_data[:,1], 'k', linewidth=0.5, label=\"N\")\n",
    "plt.subplot(336)\n",
    "plt.plot(denoised_data[0,:,1], 'k', linewidth=0.5, label=\"N\")\n",
    "plt.subplot(337)\n",
    "plt.plot(data[:,2], 'k', linewidth=0.5, label=\"Z\")\n",
    "plt.legend()\n",
    "plt.subplot(338)\n",
    "plt.plot(noisy_data[:,2], 'k', linewidth=0.5, label=\"Z\")\n",
    "plt.subplot(339)\n",
    "plt.plot(denoised_data[0,:,2], 'k', linewidth=0.5, label=\"Z\")\n",
    "plt.tight_layout()\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f7c7f455",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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